In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
data_dir = './data'
import helper
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x1bfbb6f5eb8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x1bfbc36a940>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_input = tf.placeholder(dtype=tf.float32, shape=(None, image_height, image_width, image_channels), name='input_real')
z_data = tf.placeholder(dtype=tf.float32, shape=(None, z_dim), name='input_z')
learn_rate = tf.placeholder(dtype=tf.float32)
return real_input, z_data, learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def discriminator(images, reuse=False, alpha=0.2):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28s28x(1 or 3)
x1 = tf.layers.conv2d(images, filters=64, kernel_size=4, strides=2, padding='valid')
relu1 = tf.maximum(alpha * x1, x1)
# 13x13x64
x2 = tf.layers.conv2d(relu1, filters=128, kernel_size=3, strides=2, padding='valid')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 6x6x128
x3 = tf.layers.conv2d(relu2, filters=256, kernel_size=2, strides=2, padding='valid')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 3x3x256
# Flatten it
flat = tf.reshape(relu3, (-1, 3*3*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 3*3*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 3, 3, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 3x3x512 now
x2 = tf.layers.conv2d_transpose(x1, filters=256, kernel_size=2, strides=2, padding='valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 6x6x256 now
x3 = tf.layers.conv2d_transpose(x2, filters=128, kernel_size=3, strides=2, padding='valid')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 13x13x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, kernel_size=4, strides=2, padding='valid')
# 28x28x3 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, alpha=0.2):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * 0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation)
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith("discriminator")]
g_vars = [var for var in t_vars if var.name.startswith("generator")]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(d_loss, var_list = d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(g_loss, var_list = g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#tf.reset_default_graph()
steps = 0
print_every = 4
show_every = 40
lr_alpha = 0.2 #leaky relu slope
# img_channels = 0
# if data_image_mode is "RGB":
# img_channels = 3
# if data_image_mode is "L":
# img_channels = 1
# print("Data shape: {}".format(*data_shape))
width = data_shape[1]
height = data_shape[2]
channels = data_shape[3]
input_real, input_z, learn_rate = model_inputs(width, height, channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z,channels, alpha=lr_alpha)
d_opt, g_opt = model_opt(d_loss, g_loss, learn_rate, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
image_input = 2 * batch_images #batch images is in range -0.5 to 0.5, so multiply by 2 to rescale
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: image_input, input_z: batch_z, learn_rate: learning_rate})
'''
Run the generator optimizer TWICE to avoid fast convergence of the discriminator network
'''
_ = sess.run(g_opt, feed_dict={input_real: image_input, input_z: batch_z, learn_rate: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: image_input, input_z: batch_z, learn_rate: learning_rate})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = sess.run(d_loss, {input_z: batch_z, input_real: image_input, learn_rate: learning_rate })
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
#losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
n_images = 9
show_generator_output(sess, n_images, input_z, channels, data_image_mode)
print("-------Done-------")
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 200
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/5... Discriminator Loss: 3.4581... Generator Loss: 0.0389 Epoch 1/5... Discriminator Loss: 3.4230... Generator Loss: 0.0429 Epoch 1/5... Discriminator Loss: 3.5303... Generator Loss: 0.0417 Epoch 1/5... Discriminator Loss: 3.3557... Generator Loss: 0.0479 Epoch 1/5... Discriminator Loss: 3.0844... Generator Loss: 0.0638 Epoch 1/5... Discriminator Loss: 2.9455... Generator Loss: 0.0776 Epoch 1/5... Discriminator Loss: 2.7566... Generator Loss: 0.1040 Epoch 1/5... Discriminator Loss: 2.4104... Generator Loss: 0.1444 Epoch 1/5... Discriminator Loss: 2.6959... Generator Loss: 0.1125 Epoch 1/5... Discriminator Loss: 2.2306... Generator Loss: 0.1988
Epoch 1/5... Discriminator Loss: 2.1911... Generator Loss: 0.2074 Epoch 1/5... Discriminator Loss: 2.4010... Generator Loss: 0.1957 Epoch 1/5... Discriminator Loss: 2.2326... Generator Loss: 0.2477 Epoch 1/5... Discriminator Loss: 2.1811... Generator Loss: 0.2628 Epoch 1/5... Discriminator Loss: 2.4010... Generator Loss: 0.2593 Epoch 1/5... Discriminator Loss: 2.3193... Generator Loss: 0.2690 Epoch 1/5... Discriminator Loss: 2.4496... Generator Loss: 0.2960 Epoch 1/5... Discriminator Loss: 2.0807... Generator Loss: 0.3651 Epoch 1/5... Discriminator Loss: 1.9878... Generator Loss: 0.5094 Epoch 1/5... Discriminator Loss: 1.6766... Generator Loss: 0.5962
Epoch 1/5... Discriminator Loss: 1.6042... Generator Loss: 0.5727 Epoch 1/5... Discriminator Loss: 1.4442... Generator Loss: 0.6982 Epoch 1/5... Discriminator Loss: 1.3599... Generator Loss: 0.6906 Epoch 1/5... Discriminator Loss: 1.9218... Generator Loss: 0.4469 Epoch 1/5... Discriminator Loss: 1.5258... Generator Loss: 0.5777 Epoch 1/5... Discriminator Loss: 1.4659... Generator Loss: 0.5617 Epoch 1/5... Discriminator Loss: 1.8414... Generator Loss: 0.5134 Epoch 1/5... Discriminator Loss: 1.5356... Generator Loss: 0.6260 Epoch 1/5... Discriminator Loss: 1.5200... Generator Loss: 0.6376 Epoch 1/5... Discriminator Loss: 1.7144... Generator Loss: 0.5250
Epoch 1/5... Discriminator Loss: 1.6163... Generator Loss: 0.5376 Epoch 1/5... Discriminator Loss: 1.4552... Generator Loss: 0.6348 Epoch 1/5... Discriminator Loss: 1.5285... Generator Loss: 0.6167 Epoch 1/5... Discriminator Loss: 1.5345... Generator Loss: 0.5781 Epoch 1/5... Discriminator Loss: 1.4738... Generator Loss: 0.6118 Epoch 1/5... Discriminator Loss: 1.4934... Generator Loss: 0.6006 Epoch 1/5... Discriminator Loss: 1.5007... Generator Loss: 0.6125 Epoch 1/5... Discriminator Loss: 1.4521... Generator Loss: 0.6420 Epoch 1/5... Discriminator Loss: 1.4768... Generator Loss: 0.6000 Epoch 1/5... Discriminator Loss: 1.5391... Generator Loss: 0.5720
Epoch 1/5... Discriminator Loss: 1.4963... Generator Loss: 0.5805 Epoch 1/5... Discriminator Loss: 1.5420... Generator Loss: 0.5865 Epoch 1/5... Discriminator Loss: 1.4705... Generator Loss: 0.6176 Epoch 1/5... Discriminator Loss: 1.4613... Generator Loss: 0.6127 Epoch 1/5... Discriminator Loss: 1.4276... Generator Loss: 0.5938 Epoch 1/5... Discriminator Loss: 1.4413... Generator Loss: 0.6006 Epoch 1/5... Discriminator Loss: 1.4327... Generator Loss: 0.6325 Epoch 1/5... Discriminator Loss: 1.4225... Generator Loss: 0.6158 Epoch 1/5... Discriminator Loss: 1.4504... Generator Loss: 0.6345 Epoch 1/5... Discriminator Loss: 1.3685... Generator Loss: 0.6676
Epoch 1/5... Discriminator Loss: 1.3705... Generator Loss: 0.6529 Epoch 1/5... Discriminator Loss: 1.3758... Generator Loss: 0.6286 Epoch 1/5... Discriminator Loss: 1.3675... Generator Loss: 0.6474 Epoch 1/5... Discriminator Loss: 1.4032... Generator Loss: 0.6442 Epoch 1/5... Discriminator Loss: 1.4066... Generator Loss: 0.6314 Epoch 1/5... Discriminator Loss: 1.3693... Generator Loss: 0.6488 Epoch 1/5... Discriminator Loss: 1.3427... Generator Loss: 0.6786 Epoch 1/5... Discriminator Loss: 1.3876... Generator Loss: 0.6276 Epoch 1/5... Discriminator Loss: 1.3828... Generator Loss: 0.6145 Epoch 1/5... Discriminator Loss: 1.3610... Generator Loss: 0.6131
Epoch 1/5... Discriminator Loss: 1.3336... Generator Loss: 0.6447 Epoch 1/5... Discriminator Loss: 1.2955... Generator Loss: 0.6904 Epoch 1/5... Discriminator Loss: 1.3198... Generator Loss: 0.6531 Epoch 1/5... Discriminator Loss: 1.2947... Generator Loss: 0.7093 Epoch 1/5... Discriminator Loss: 1.2717... Generator Loss: 0.6889 Epoch 1/5... Discriminator Loss: 1.2733... Generator Loss: 0.6493 Epoch 1/5... Discriminator Loss: 1.2760... Generator Loss: 0.6531 Epoch 1/5... Discriminator Loss: 1.3038... Generator Loss: 0.6807 Epoch 1/5... Discriminator Loss: 1.3066... Generator Loss: 0.6625 Epoch 1/5... Discriminator Loss: 1.3148... Generator Loss: 0.6130
Epoch 1/5... Discriminator Loss: 1.2506... Generator Loss: 0.6952 Epoch 1/5... Discriminator Loss: 1.2497... Generator Loss: 0.7037 Epoch 1/5... Discriminator Loss: 1.2579... Generator Loss: 0.6656 Epoch 1/5... Discriminator Loss: 1.1900... Generator Loss: 0.7292 Epoch 1/5... Discriminator Loss: 1.2126... Generator Loss: 0.7008 Epoch 1/5... Discriminator Loss: 1.2654... Generator Loss: 0.6950 Epoch 1/5... Discriminator Loss: 1.2347... Generator Loss: 0.6871 Epoch 1/5... Discriminator Loss: 1.2678... Generator Loss: 0.7452 Epoch 1/5... Discriminator Loss: 1.2330... Generator Loss: 0.6576 Epoch 1/5... Discriminator Loss: 1.2094... Generator Loss: 0.7097
Epoch 1/5... Discriminator Loss: 1.2210... Generator Loss: 0.7551 Epoch 1/5... Discriminator Loss: 1.2332... Generator Loss: 0.7314 Epoch 1/5... Discriminator Loss: 1.2023... Generator Loss: 0.7063 Epoch 1/5... Discriminator Loss: 1.2345... Generator Loss: 0.6666 Epoch 1/5... Discriminator Loss: 1.2092... Generator Loss: 0.8157 Epoch 1/5... Discriminator Loss: 1.1440... Generator Loss: 0.7961 Epoch 1/5... Discriminator Loss: 1.2171... Generator Loss: 0.6195 Epoch 1/5... Discriminator Loss: 1.1903... Generator Loss: 0.7071 Epoch 1/5... Discriminator Loss: 1.2156... Generator Loss: 0.7063 Epoch 1/5... Discriminator Loss: 1.1636... Generator Loss: 0.8903
Epoch 1/5... Discriminator Loss: 1.2434... Generator Loss: 0.5674 Epoch 1/5... Discriminator Loss: 1.1708... Generator Loss: 0.6788 Epoch 1/5... Discriminator Loss: 1.2465... Generator Loss: 0.7767 Epoch 1/5... Discriminator Loss: 1.1666... Generator Loss: 0.7224 Epoch 1/5... Discriminator Loss: 1.2945... Generator Loss: 0.5305 Epoch 1/5... Discriminator Loss: 1.2412... Generator Loss: 0.7259 Epoch 1/5... Discriminator Loss: 1.1828... Generator Loss: 0.7124 Epoch 1/5... Discriminator Loss: 1.2463... Generator Loss: 0.8414 Epoch 1/5... Discriminator Loss: 1.1908... Generator Loss: 0.8755 Epoch 1/5... Discriminator Loss: 1.2126... Generator Loss: 0.6991
Epoch 1/5... Discriminator Loss: 1.2467... Generator Loss: 0.7096 Epoch 1/5... Discriminator Loss: 1.2265... Generator Loss: 0.8928 Epoch 1/5... Discriminator Loss: 1.2630... Generator Loss: 0.7314 Epoch 1/5... Discriminator Loss: 1.1878... Generator Loss: 0.8507 Epoch 1/5... Discriminator Loss: 1.2749... Generator Loss: 0.5752 Epoch 1/5... Discriminator Loss: 1.2953... Generator Loss: 0.5719 Epoch 1/5... Discriminator Loss: 1.2032... Generator Loss: 0.8026 Epoch 1/5... Discriminator Loss: 1.2680... Generator Loss: 0.6718 Epoch 1/5... Discriminator Loss: 1.2950... Generator Loss: 0.5952 Epoch 1/5... Discriminator Loss: 1.2800... Generator Loss: 0.8257
Epoch 1/5... Discriminator Loss: 1.3099... Generator Loss: 0.5387 Epoch 1/5... Discriminator Loss: 1.5118... Generator Loss: 0.3480 Epoch 1/5... Discriminator Loss: 1.2849... Generator Loss: 0.7472 Epoch 1/5... Discriminator Loss: 1.2705... Generator Loss: 0.5968 Epoch 1/5... Discriminator Loss: 1.3295... Generator Loss: 0.5292 Epoch 1/5... Discriminator Loss: 1.3690... Generator Loss: 0.4869 Epoch 1/5... Discriminator Loss: 1.2780... Generator Loss: 0.6350 Epoch 2/5... Discriminator Loss: 1.4466... Generator Loss: 0.4109 Epoch 2/5... Discriminator Loss: 1.3341... Generator Loss: 0.5447 Epoch 2/5... Discriminator Loss: 1.3034... Generator Loss: 0.7705
Epoch 2/5... Discriminator Loss: 1.2895... Generator Loss: 0.7515 Epoch 2/5... Discriminator Loss: 1.2574... Generator Loss: 0.6661 Epoch 2/5... Discriminator Loss: 1.3046... Generator Loss: 0.7131 Epoch 2/5... Discriminator Loss: 1.4018... Generator Loss: 0.8991 Epoch 2/5... Discriminator Loss: 1.4496... Generator Loss: 0.4464 Epoch 2/5... Discriminator Loss: 1.3111... Generator Loss: 0.6125 Epoch 2/5... Discriminator Loss: 1.4610... Generator Loss: 0.3950 Epoch 2/5... Discriminator Loss: 1.3208... Generator Loss: 0.5979 Epoch 2/5... Discriminator Loss: 1.3611... Generator Loss: 0.4885 Epoch 2/5... Discriminator Loss: 1.3551... Generator Loss: 0.8190
Epoch 2/5... Discriminator Loss: 1.3182... Generator Loss: 0.5896 Epoch 2/5... Discriminator Loss: 1.4635... Generator Loss: 0.3820 Epoch 2/5... Discriminator Loss: 1.3540... Generator Loss: 0.6084 Epoch 2/5... Discriminator Loss: 1.2965... Generator Loss: 0.8523 Epoch 2/5... Discriminator Loss: 1.4073... Generator Loss: 0.4749 Epoch 2/5... Discriminator Loss: 1.3105... Generator Loss: 0.6463 Epoch 2/5... Discriminator Loss: 1.3499... Generator Loss: 0.7222 Epoch 2/5... Discriminator Loss: 1.3931... Generator Loss: 0.5464 Epoch 2/5... Discriminator Loss: 1.4110... Generator Loss: 0.5041 Epoch 2/5... Discriminator Loss: 1.6287... Generator Loss: 0.3052
Epoch 2/5... Discriminator Loss: 1.3608... Generator Loss: 0.5676 Epoch 2/5... Discriminator Loss: 1.3033... Generator Loss: 0.6745 Epoch 2/5... Discriminator Loss: 1.3500... Generator Loss: 0.8823 Epoch 2/5... Discriminator Loss: 1.3740... Generator Loss: 0.4959 Epoch 2/5... Discriminator Loss: 1.4213... Generator Loss: 0.5007 Epoch 2/5... Discriminator Loss: 1.3260... Generator Loss: 0.5582 Epoch 2/5... Discriminator Loss: 1.3351... Generator Loss: 0.5158 Epoch 2/5... Discriminator Loss: 1.3952... Generator Loss: 0.5252 Epoch 2/5... Discriminator Loss: 1.3061... Generator Loss: 0.6719 Epoch 2/5... Discriminator Loss: 1.3654... Generator Loss: 0.6371
Epoch 2/5... Discriminator Loss: 1.3519... Generator Loss: 0.5045 Epoch 2/5... Discriminator Loss: 1.5418... Generator Loss: 0.3728 Epoch 2/5... Discriminator Loss: 1.3918... Generator Loss: 0.5262 Epoch 2/5... Discriminator Loss: 1.4248... Generator Loss: 0.6160 Epoch 2/5... Discriminator Loss: 1.3502... Generator Loss: 0.6864 Epoch 2/5... Discriminator Loss: 1.3621... Generator Loss: 0.7764 Epoch 2/5... Discriminator Loss: 1.3795... Generator Loss: 0.7945 Epoch 2/5... Discriminator Loss: 1.3183... Generator Loss: 0.6161 Epoch 2/5... Discriminator Loss: 1.4441... Generator Loss: 0.4477 Epoch 2/5... Discriminator Loss: 1.3949... Generator Loss: 0.5007
Epoch 2/5... Discriminator Loss: 1.3910... Generator Loss: 0.5300 Epoch 2/5... Discriminator Loss: 1.3999... Generator Loss: 0.6360 Epoch 2/5... Discriminator Loss: 1.3431... Generator Loss: 0.8613 Epoch 2/5... Discriminator Loss: 1.3298... Generator Loss: 0.6699 Epoch 2/5... Discriminator Loss: 1.3260... Generator Loss: 0.6704 Epoch 2/5... Discriminator Loss: 1.3252... Generator Loss: 0.7971 Epoch 2/5... Discriminator Loss: 1.3242... Generator Loss: 0.7228 Epoch 2/5... Discriminator Loss: 1.3724... Generator Loss: 0.6609 Epoch 2/5... Discriminator Loss: 1.3901... Generator Loss: 0.7717 Epoch 2/5... Discriminator Loss: 1.3747... Generator Loss: 0.5787
Epoch 2/5... Discriminator Loss: 1.5581... Generator Loss: 0.3254 Epoch 2/5... Discriminator Loss: 1.3544... Generator Loss: 0.7296 Epoch 2/5... Discriminator Loss: 1.3025... Generator Loss: 0.6752 Epoch 2/5... Discriminator Loss: 1.3201... Generator Loss: 0.6125 Epoch 2/5... Discriminator Loss: 1.3403... Generator Loss: 0.5240 Epoch 2/5... Discriminator Loss: 1.4787... Generator Loss: 0.4151 Epoch 2/5... Discriminator Loss: 1.5280... Generator Loss: 0.3599 Epoch 2/5... Discriminator Loss: 1.3877... Generator Loss: 0.6325 Epoch 2/5... Discriminator Loss: 1.2438... Generator Loss: 0.6638 Epoch 2/5... Discriminator Loss: 1.3571... Generator Loss: 0.6542
Epoch 2/5... Discriminator Loss: 1.3206... Generator Loss: 0.5990 Epoch 2/5... Discriminator Loss: 1.7035... Generator Loss: 0.2705 Epoch 2/5... Discriminator Loss: 1.4158... Generator Loss: 0.8319 Epoch 2/5... Discriminator Loss: 1.2571... Generator Loss: 0.6791 Epoch 2/5... Discriminator Loss: 1.3789... Generator Loss: 0.6583 Epoch 2/5... Discriminator Loss: 1.3321... Generator Loss: 0.5873 Epoch 2/5... Discriminator Loss: 1.3253... Generator Loss: 0.8081 Epoch 2/5... Discriminator Loss: 1.3889... Generator Loss: 0.4716 Epoch 2/5... Discriminator Loss: 1.3307... Generator Loss: 0.7087 Epoch 2/5... Discriminator Loss: 1.3147... Generator Loss: 0.7895
Epoch 2/5... Discriminator Loss: 1.4387... Generator Loss: 0.3965 Epoch 2/5... Discriminator Loss: 1.3845... Generator Loss: 0.4912 Epoch 2/5... Discriminator Loss: 1.3462... Generator Loss: 0.6070 Epoch 2/5... Discriminator Loss: 1.3480... Generator Loss: 0.8449 Epoch 2/5... Discriminator Loss: 1.3574... Generator Loss: 0.6550 Epoch 2/5... Discriminator Loss: 1.4905... Generator Loss: 0.3654 Epoch 2/5... Discriminator Loss: 1.4032... Generator Loss: 0.4446 Epoch 2/5... Discriminator Loss: 1.4158... Generator Loss: 0.5794 Epoch 2/5... Discriminator Loss: 1.3194... Generator Loss: 0.5715 Epoch 2/5... Discriminator Loss: 1.3791... Generator Loss: 0.5289
Epoch 2/5... Discriminator Loss: 1.3740... Generator Loss: 0.5500 Epoch 2/5... Discriminator Loss: 1.3139... Generator Loss: 0.6942 Epoch 2/5... Discriminator Loss: 1.3385... Generator Loss: 0.9980 Epoch 2/5... Discriminator Loss: 1.3937... Generator Loss: 0.7415 Epoch 2/5... Discriminator Loss: 1.3853... Generator Loss: 0.6148 Epoch 2/5... Discriminator Loss: 1.3705... Generator Loss: 0.6115 Epoch 2/5... Discriminator Loss: 1.3102... Generator Loss: 0.6447 Epoch 2/5... Discriminator Loss: 1.3607... Generator Loss: 0.8538 Epoch 2/5... Discriminator Loss: 1.3512... Generator Loss: 0.5654 Epoch 2/5... Discriminator Loss: 1.3735... Generator Loss: 0.6095
Epoch 2/5... Discriminator Loss: 1.3368... Generator Loss: 0.6275 Epoch 2/5... Discriminator Loss: 1.3636... Generator Loss: 0.5648 Epoch 2/5... Discriminator Loss: 1.5436... Generator Loss: 0.3515 Epoch 2/5... Discriminator Loss: 1.7906... Generator Loss: 0.2373 Epoch 2/5... Discriminator Loss: 1.5861... Generator Loss: 0.7081 Epoch 2/5... Discriminator Loss: 1.2986... Generator Loss: 0.5862 Epoch 2/5... Discriminator Loss: 1.3672... Generator Loss: 0.5485 Epoch 2/5... Discriminator Loss: 1.3542... Generator Loss: 0.6334 Epoch 2/5... Discriminator Loss: 1.2743... Generator Loss: 0.5619 Epoch 2/5... Discriminator Loss: 1.2979... Generator Loss: 0.7291
Epoch 2/5... Discriminator Loss: 1.5153... Generator Loss: 1.0018 Epoch 2/5... Discriminator Loss: 1.5350... Generator Loss: 0.3527 Epoch 2/5... Discriminator Loss: 1.2969... Generator Loss: 0.7436 Epoch 2/5... Discriminator Loss: 1.3592... Generator Loss: 0.5863 Epoch 2/5... Discriminator Loss: 1.3044... Generator Loss: 0.5634 Epoch 2/5... Discriminator Loss: 1.4661... Generator Loss: 0.3909 Epoch 2/5... Discriminator Loss: 1.3269... Generator Loss: 0.7866 Epoch 2/5... Discriminator Loss: 1.2572... Generator Loss: 0.6156 Epoch 2/5... Discriminator Loss: 1.3877... Generator Loss: 0.7036 Epoch 2/5... Discriminator Loss: 1.5526... Generator Loss: 0.3378
Epoch 2/5... Discriminator Loss: 1.3237... Generator Loss: 0.5749 Epoch 2/5... Discriminator Loss: 1.3272... Generator Loss: 0.6072 Epoch 2/5... Discriminator Loss: 1.3098... Generator Loss: 0.5462 Epoch 2/5... Discriminator Loss: 1.3118... Generator Loss: 0.6284 Epoch 3/5... Discriminator Loss: 1.2982... Generator Loss: 0.7402 Epoch 3/5... Discriminator Loss: 1.4034... Generator Loss: 0.4017 Epoch 3/5... Discriminator Loss: 1.3619... Generator Loss: 0.4945 Epoch 3/5... Discriminator Loss: 1.3475... Generator Loss: 0.5163 Epoch 3/5... Discriminator Loss: 1.3689... Generator Loss: 0.7926 Epoch 3/5... Discriminator Loss: 1.3642... Generator Loss: 0.6530
Epoch 3/5... Discriminator Loss: 1.3612... Generator Loss: 0.4885 Epoch 3/5... Discriminator Loss: 1.4249... Generator Loss: 0.4623 Epoch 3/5... Discriminator Loss: 1.4147... Generator Loss: 0.4449 Epoch 3/5... Discriminator Loss: 1.4797... Generator Loss: 0.3617 Epoch 3/5... Discriminator Loss: 1.4418... Generator Loss: 0.3547 Epoch 3/5... Discriminator Loss: 1.4758... Generator Loss: 0.3677 Epoch 3/5... Discriminator Loss: 1.2534... Generator Loss: 0.7516 Epoch 3/5... Discriminator Loss: 1.3624... Generator Loss: 0.5587 Epoch 3/5... Discriminator Loss: 1.3645... Generator Loss: 0.4829 Epoch 3/5... Discriminator Loss: 1.4464... Generator Loss: 0.4133
Epoch 3/5... Discriminator Loss: 1.3028... Generator Loss: 0.7727 Epoch 3/5... Discriminator Loss: 1.3351... Generator Loss: 0.6189 Epoch 3/5... Discriminator Loss: 1.3268... Generator Loss: 0.4785 Epoch 3/5... Discriminator Loss: 1.3068... Generator Loss: 0.6512 Epoch 3/5... Discriminator Loss: 1.3990... Generator Loss: 0.4771 Epoch 3/5... Discriminator Loss: 1.4120... Generator Loss: 0.4281 Epoch 3/5... Discriminator Loss: 1.5321... Generator Loss: 0.3674 Epoch 3/5... Discriminator Loss: 1.3415... Generator Loss: 0.4627 Epoch 3/5... Discriminator Loss: 1.4134... Generator Loss: 0.4610 Epoch 3/5... Discriminator Loss: 1.2413... Generator Loss: 0.6747
Epoch 3/5... Discriminator Loss: 1.4295... Generator Loss: 0.4133 Epoch 3/5... Discriminator Loss: 1.3404... Generator Loss: 0.5718 Epoch 3/5... Discriminator Loss: 1.2039... Generator Loss: 0.8106 Epoch 3/5... Discriminator Loss: 1.3820... Generator Loss: 0.4712 Epoch 3/5... Discriminator Loss: 1.3642... Generator Loss: 0.5561 Epoch 3/5... Discriminator Loss: 1.3086... Generator Loss: 0.8061 Epoch 3/5... Discriminator Loss: 1.3969... Generator Loss: 0.4649 Epoch 3/5... Discriminator Loss: 1.2537... Generator Loss: 0.6093 Epoch 3/5... Discriminator Loss: 1.3184... Generator Loss: 0.7177 Epoch 3/5... Discriminator Loss: 1.6050... Generator Loss: 0.3162
Epoch 3/5... Discriminator Loss: 1.8249... Generator Loss: 0.2255 Epoch 3/5... Discriminator Loss: 1.3792... Generator Loss: 0.5683 Epoch 3/5... Discriminator Loss: 1.2985... Generator Loss: 0.5728 Epoch 3/5... Discriminator Loss: 1.2695... Generator Loss: 0.6821 Epoch 3/5... Discriminator Loss: 1.3436... Generator Loss: 0.8986 Epoch 3/5... Discriminator Loss: 1.2770... Generator Loss: 0.7803 Epoch 3/5... Discriminator Loss: 1.3105... Generator Loss: 0.5168 Epoch 3/5... Discriminator Loss: 1.3281... Generator Loss: 0.5566 Epoch 3/5... Discriminator Loss: 1.3458... Generator Loss: 0.7123 Epoch 3/5... Discriminator Loss: 1.2973... Generator Loss: 0.7073
Epoch 3/5... Discriminator Loss: 1.2563... Generator Loss: 0.6956 Epoch 3/5... Discriminator Loss: 1.2640... Generator Loss: 0.6486 Epoch 3/5... Discriminator Loss: 1.2710... Generator Loss: 0.7137 Epoch 3/5... Discriminator Loss: 1.2918... Generator Loss: 0.7995 Epoch 3/5... Discriminator Loss: 1.3067... Generator Loss: 0.6053 Epoch 3/5... Discriminator Loss: 1.3692... Generator Loss: 0.7548 Epoch 3/5... Discriminator Loss: 1.5380... Generator Loss: 0.3342 Epoch 3/5... Discriminator Loss: 1.4127... Generator Loss: 0.4082 Epoch 3/5... Discriminator Loss: 1.2905... Generator Loss: 0.6792 Epoch 3/5... Discriminator Loss: 1.3109... Generator Loss: 0.4758
Epoch 3/5... Discriminator Loss: 1.2425... Generator Loss: 0.6607 Epoch 3/5... Discriminator Loss: 1.2651... Generator Loss: 0.5391 Epoch 3/5... Discriminator Loss: 1.4303... Generator Loss: 0.4189 Epoch 3/5... Discriminator Loss: 1.3517... Generator Loss: 0.4641 Epoch 3/5... Discriminator Loss: 1.8029... Generator Loss: 0.2244 Epoch 3/5... Discriminator Loss: 1.2170... Generator Loss: 1.1214 Epoch 3/5... Discriminator Loss: 1.2613... Generator Loss: 0.8002 Epoch 3/5... Discriminator Loss: 1.2063... Generator Loss: 0.6916 Epoch 3/5... Discriminator Loss: 1.2848... Generator Loss: 0.6449 Epoch 3/5... Discriminator Loss: 1.2479... Generator Loss: 0.7483
Epoch 3/5... Discriminator Loss: 1.3007... Generator Loss: 0.6508 Epoch 3/5... Discriminator Loss: 1.3052... Generator Loss: 0.6636 Epoch 3/5... Discriminator Loss: 1.3866... Generator Loss: 1.0781 Epoch 3/5... Discriminator Loss: 1.4122... Generator Loss: 0.4243 Epoch 3/5... Discriminator Loss: 1.3266... Generator Loss: 0.5986 Epoch 3/5... Discriminator Loss: 1.2127... Generator Loss: 0.7332 Epoch 3/5... Discriminator Loss: 1.2320... Generator Loss: 0.6546 Epoch 3/5... Discriminator Loss: 1.2545... Generator Loss: 0.5682 Epoch 3/5... Discriminator Loss: 1.3238... Generator Loss: 0.5506 Epoch 3/5... Discriminator Loss: 1.2828... Generator Loss: 0.5325
Epoch 3/5... Discriminator Loss: 1.3071... Generator Loss: 0.5567 Epoch 3/5... Discriminator Loss: 1.4000... Generator Loss: 0.4757 Epoch 3/5... Discriminator Loss: 1.3464... Generator Loss: 0.4833 Epoch 3/5... Discriminator Loss: 1.3288... Generator Loss: 0.5205 Epoch 3/5... Discriminator Loss: 1.3463... Generator Loss: 0.5917 Epoch 3/5... Discriminator Loss: 1.3889... Generator Loss: 0.4342 Epoch 3/5... Discriminator Loss: 1.3113... Generator Loss: 0.5162 Epoch 3/5... Discriminator Loss: 1.4880... Generator Loss: 0.3670 Epoch 3/5... Discriminator Loss: 1.2691... Generator Loss: 0.8293 Epoch 3/5... Discriminator Loss: 1.2356... Generator Loss: 1.1528
Epoch 3/5... Discriminator Loss: 1.4336... Generator Loss: 0.3894 Epoch 3/5... Discriminator Loss: 1.3608... Generator Loss: 0.4973 Epoch 3/5... Discriminator Loss: 1.3673... Generator Loss: 0.4660 Epoch 3/5... Discriminator Loss: 1.2065... Generator Loss: 0.7622 Epoch 3/5... Discriminator Loss: 1.5211... Generator Loss: 0.3662 Epoch 3/5... Discriminator Loss: 1.2520... Generator Loss: 0.5789 Epoch 3/5... Discriminator Loss: 1.2725... Generator Loss: 0.7837 Epoch 3/5... Discriminator Loss: 1.2484... Generator Loss: 0.6528 Epoch 3/5... Discriminator Loss: 1.3769... Generator Loss: 0.4544 Epoch 3/5... Discriminator Loss: 1.3662... Generator Loss: 0.7502
Epoch 3/5... Discriminator Loss: 1.4831... Generator Loss: 0.8637 Epoch 3/5... Discriminator Loss: 1.6292... Generator Loss: 0.4451 Epoch 3/5... Discriminator Loss: 1.3751... Generator Loss: 0.9505 Epoch 3/5... Discriminator Loss: 1.4161... Generator Loss: 0.4507 Epoch 3/5... Discriminator Loss: 1.3504... Generator Loss: 0.5450 Epoch 3/5... Discriminator Loss: 1.1902... Generator Loss: 0.7771 Epoch 3/5... Discriminator Loss: 1.2562... Generator Loss: 0.7023 Epoch 3/5... Discriminator Loss: 1.2100... Generator Loss: 0.6380 Epoch 3/5... Discriminator Loss: 1.3128... Generator Loss: 0.5904 Epoch 3/5... Discriminator Loss: 1.2273... Generator Loss: 0.6539
Epoch 3/5... Discriminator Loss: 1.2081... Generator Loss: 0.8334 Epoch 3/5... Discriminator Loss: 1.2820... Generator Loss: 0.5381 Epoch 3/5... Discriminator Loss: 1.3445... Generator Loss: 0.4550 Epoch 3/5... Discriminator Loss: 1.2428... Generator Loss: 0.6483 Epoch 3/5... Discriminator Loss: 1.2221... Generator Loss: 0.7221 Epoch 3/5... Discriminator Loss: 1.2886... Generator Loss: 0.6632 Epoch 3/5... Discriminator Loss: 1.4197... Generator Loss: 0.4210 Epoch 3/5... Discriminator Loss: 1.2155... Generator Loss: 0.5395 Epoch 3/5... Discriminator Loss: 1.2913... Generator Loss: 0.5490 Epoch 3/5... Discriminator Loss: 1.1901... Generator Loss: 0.7822
Epoch 3/5... Discriminator Loss: 1.5230... Generator Loss: 0.8081 Epoch 4/5... Discriminator Loss: 1.3004... Generator Loss: 0.7835 Epoch 4/5... Discriminator Loss: 1.2718... Generator Loss: 0.5223 Epoch 4/5... Discriminator Loss: 1.2327... Generator Loss: 0.6582 Epoch 4/5... Discriminator Loss: 1.2184... Generator Loss: 0.6504 Epoch 4/5... Discriminator Loss: 1.2728... Generator Loss: 0.7043 Epoch 4/5... Discriminator Loss: 1.2461... Generator Loss: 0.6577 Epoch 4/5... Discriminator Loss: 1.2293... Generator Loss: 0.6648 Epoch 4/5... Discriminator Loss: 1.3186... Generator Loss: 0.8317 Epoch 4/5... Discriminator Loss: 1.2675... Generator Loss: 0.5444
Epoch 4/5... Discriminator Loss: 1.4563... Generator Loss: 0.3509 Epoch 4/5... Discriminator Loss: 1.8622... Generator Loss: 0.2170 Epoch 4/5... Discriminator Loss: 1.6675... Generator Loss: 0.7056 Epoch 4/5... Discriminator Loss: 1.1487... Generator Loss: 0.7570 Epoch 4/5... Discriminator Loss: 1.3035... Generator Loss: 0.5149 Epoch 4/5... Discriminator Loss: 1.2975... Generator Loss: 0.5613 Epoch 4/5... Discriminator Loss: 1.3359... Generator Loss: 0.4612 Epoch 4/5... Discriminator Loss: 1.1418... Generator Loss: 0.8591 Epoch 4/5... Discriminator Loss: 1.2356... Generator Loss: 0.6949 Epoch 4/5... Discriminator Loss: 1.2528... Generator Loss: 0.5463
Epoch 4/5... Discriminator Loss: 1.2333... Generator Loss: 0.8031 Epoch 4/5... Discriminator Loss: 1.3247... Generator Loss: 0.6694 Epoch 4/5... Discriminator Loss: 1.2685... Generator Loss: 0.6869 Epoch 4/5... Discriminator Loss: 1.3898... Generator Loss: 0.4794 Epoch 4/5... Discriminator Loss: 1.2741... Generator Loss: 0.5393 Epoch 4/5... Discriminator Loss: 1.2334... Generator Loss: 0.5330 Epoch 4/5... Discriminator Loss: 1.2285... Generator Loss: 0.5012 Epoch 4/5... Discriminator Loss: 1.6406... Generator Loss: 0.3256 Epoch 4/5... Discriminator Loss: 1.3475... Generator Loss: 0.5064 Epoch 4/5... Discriminator Loss: 1.2319... Generator Loss: 0.7554
Epoch 4/5... Discriminator Loss: 1.2250... Generator Loss: 0.6195 Epoch 4/5... Discriminator Loss: 1.2074... Generator Loss: 0.7589 Epoch 4/5... Discriminator Loss: 1.2456... Generator Loss: 0.8713 Epoch 4/5... Discriminator Loss: 1.2586... Generator Loss: 0.5912 Epoch 4/5... Discriminator Loss: 1.3450... Generator Loss: 0.4435 Epoch 4/5... Discriminator Loss: 1.3615... Generator Loss: 0.4619 Epoch 4/5... Discriminator Loss: 1.4140... Generator Loss: 0.4265 Epoch 4/5... Discriminator Loss: 1.3237... Generator Loss: 0.5768 Epoch 4/5... Discriminator Loss: 1.2744... Generator Loss: 0.5758 Epoch 4/5... Discriminator Loss: 1.2369... Generator Loss: 0.6149
Epoch 4/5... Discriminator Loss: 1.3246... Generator Loss: 0.5275 Epoch 4/5... Discriminator Loss: 1.7112... Generator Loss: 1.3395 Epoch 4/5... Discriminator Loss: 1.3104... Generator Loss: 0.6746 Epoch 4/5... Discriminator Loss: 1.2434... Generator Loss: 0.6083 Epoch 4/5... Discriminator Loss: 1.2823... Generator Loss: 0.5677 Epoch 4/5... Discriminator Loss: 1.2564... Generator Loss: 0.7999 Epoch 4/5... Discriminator Loss: 1.1984... Generator Loss: 0.7675 Epoch 4/5... Discriminator Loss: 1.2162... Generator Loss: 0.6120 Epoch 4/5... Discriminator Loss: 1.2323... Generator Loss: 0.8617 Epoch 4/5... Discriminator Loss: 1.3852... Generator Loss: 0.5305
Epoch 4/5... Discriminator Loss: 1.2059... Generator Loss: 0.6964 Epoch 4/5... Discriminator Loss: 1.2032... Generator Loss: 0.8161 Epoch 4/5... Discriminator Loss: 1.3256... Generator Loss: 0.8787 Epoch 4/5... Discriminator Loss: 1.3737... Generator Loss: 0.4545 Epoch 4/5... Discriminator Loss: 1.2566... Generator Loss: 0.5640 Epoch 4/5... Discriminator Loss: 1.3555... Generator Loss: 0.5012 Epoch 4/5... Discriminator Loss: 1.4914... Generator Loss: 0.3448 Epoch 4/5... Discriminator Loss: 1.2198... Generator Loss: 0.6312 Epoch 4/5... Discriminator Loss: 1.2296... Generator Loss: 0.6035 Epoch 4/5... Discriminator Loss: 1.2196... Generator Loss: 0.8043
Epoch 4/5... Discriminator Loss: 1.3290... Generator Loss: 0.5694 Epoch 4/5... Discriminator Loss: 1.5307... Generator Loss: 0.3185 Epoch 4/5... Discriminator Loss: 1.5942... Generator Loss: 0.2820 Epoch 4/5... Discriminator Loss: 1.3722... Generator Loss: 0.4240 Epoch 4/5... Discriminator Loss: 1.1769... Generator Loss: 0.6462 Epoch 4/5... Discriminator Loss: 1.2629... Generator Loss: 0.6540 Epoch 4/5... Discriminator Loss: 1.2734... Generator Loss: 0.6924 Epoch 4/5... Discriminator Loss: 1.2513... Generator Loss: 0.6913 Epoch 4/5... Discriminator Loss: 1.1737... Generator Loss: 0.6765 Epoch 4/5... Discriminator Loss: 1.4042... Generator Loss: 0.3804
Epoch 4/5... Discriminator Loss: 1.3158... Generator Loss: 0.4834 Epoch 4/5... Discriminator Loss: 1.3105... Generator Loss: 0.5036 Epoch 4/5... Discriminator Loss: 1.1692... Generator Loss: 0.7171 Epoch 4/5... Discriminator Loss: 1.3596... Generator Loss: 0.7544 Epoch 4/5... Discriminator Loss: 1.2094... Generator Loss: 0.5838 Epoch 4/5... Discriminator Loss: 1.2917... Generator Loss: 0.8348 Epoch 4/5... Discriminator Loss: 1.2614... Generator Loss: 0.7076 Epoch 4/5... Discriminator Loss: 1.2271... Generator Loss: 0.9561 Epoch 4/5... Discriminator Loss: 1.5258... Generator Loss: 0.6262 Epoch 4/5... Discriminator Loss: 1.4107... Generator Loss: 0.4533
Epoch 4/5... Discriminator Loss: 1.2086... Generator Loss: 0.6422 Epoch 4/5... Discriminator Loss: 1.3555... Generator Loss: 0.4939 Epoch 4/5... Discriminator Loss: 1.3512... Generator Loss: 0.4731 Epoch 4/5... Discriminator Loss: 1.3322... Generator Loss: 0.4385 Epoch 4/5... Discriminator Loss: 1.5700... Generator Loss: 0.3164 Epoch 4/5... Discriminator Loss: 1.8759... Generator Loss: 0.6847 Epoch 4/5... Discriminator Loss: 1.4293... Generator Loss: 0.6399 Epoch 4/5... Discriminator Loss: 1.2170... Generator Loss: 0.7032 Epoch 4/5... Discriminator Loss: 1.3842... Generator Loss: 0.4672 Epoch 4/5... Discriminator Loss: 1.2780... Generator Loss: 0.6086
Epoch 4/5... Discriminator Loss: 1.2084... Generator Loss: 0.7536 Epoch 4/5... Discriminator Loss: 1.4508... Generator Loss: 0.4013 Epoch 4/5... Discriminator Loss: 1.2372... Generator Loss: 0.6483 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.4600 Epoch 4/5... Discriminator Loss: 1.1892... Generator Loss: 0.6011 Epoch 4/5... Discriminator Loss: 1.3858... Generator Loss: 0.4386 Epoch 4/5... Discriminator Loss: 1.2098... Generator Loss: 0.7572 Epoch 4/5... Discriminator Loss: 1.3522... Generator Loss: 0.4757 Epoch 4/5... Discriminator Loss: 1.2293... Generator Loss: 0.6123 Epoch 4/5... Discriminator Loss: 1.1479... Generator Loss: 0.7952
Epoch 4/5... Discriminator Loss: 1.2294... Generator Loss: 0.7866 Epoch 4/5... Discriminator Loss: 1.2338... Generator Loss: 0.7995 Epoch 4/5... Discriminator Loss: 1.1192... Generator Loss: 0.7375 Epoch 4/5... Discriminator Loss: 1.1463... Generator Loss: 0.7305 Epoch 4/5... Discriminator Loss: 1.1871... Generator Loss: 0.7046 Epoch 4/5... Discriminator Loss: 1.3588... Generator Loss: 0.9544 Epoch 4/5... Discriminator Loss: 1.2325... Generator Loss: 0.7164 Epoch 4/5... Discriminator Loss: 1.2457... Generator Loss: 0.7064 Epoch 4/5... Discriminator Loss: 1.2284... Generator Loss: 0.6845 Epoch 4/5... Discriminator Loss: 1.2942... Generator Loss: 0.5173
Epoch 4/5... Discriminator Loss: 1.3711... Generator Loss: 1.3120 Epoch 4/5... Discriminator Loss: 1.1952... Generator Loss: 0.9394 Epoch 4/5... Discriminator Loss: 1.3770... Generator Loss: 0.4530 Epoch 4/5... Discriminator Loss: 1.3374... Generator Loss: 0.5207 Epoch 4/5... Discriminator Loss: 1.2948... Generator Loss: 0.4763 Epoch 4/5... Discriminator Loss: 1.3689... Generator Loss: 0.4555 Epoch 4/5... Discriminator Loss: 1.1284... Generator Loss: 0.7787 Epoch 4/5... Discriminator Loss: 1.4210... Generator Loss: 0.4453 Epoch 5/5... Discriminator Loss: 1.2513... Generator Loss: 0.6053 Epoch 5/5... Discriminator Loss: 1.1839... Generator Loss: 0.6808
Epoch 5/5... Discriminator Loss: 1.3116... Generator Loss: 0.5188 Epoch 5/5... Discriminator Loss: 1.3154... Generator Loss: 0.4765 Epoch 5/5... Discriminator Loss: 1.2706... Generator Loss: 0.7269 Epoch 5/5... Discriminator Loss: 1.3609... Generator Loss: 0.8519 Epoch 5/5... Discriminator Loss: 1.1820... Generator Loss: 0.7609 Epoch 5/5... Discriminator Loss: 1.3508... Generator Loss: 0.5099 Epoch 5/5... Discriminator Loss: 1.3153... Generator Loss: 0.4975 Epoch 5/5... Discriminator Loss: 1.5630... Generator Loss: 0.3203 Epoch 5/5... Discriminator Loss: 1.4702... Generator Loss: 0.3387 Epoch 5/5... Discriminator Loss: 1.8403... Generator Loss: 0.6947
Epoch 5/5... Discriminator Loss: 1.4997... Generator Loss: 0.5690 Epoch 5/5... Discriminator Loss: 1.1663... Generator Loss: 0.7308 Epoch 5/5... Discriminator Loss: 1.4900... Generator Loss: 0.3853 Epoch 5/5... Discriminator Loss: 1.2448... Generator Loss: 0.6407 Epoch 5/5... Discriminator Loss: 1.1642... Generator Loss: 0.7947 Epoch 5/5... Discriminator Loss: 1.2328... Generator Loss: 0.5981 Epoch 5/5... Discriminator Loss: 1.2116... Generator Loss: 0.7158 Epoch 5/5... Discriminator Loss: 1.4251... Generator Loss: 0.4101 Epoch 5/5... Discriminator Loss: 1.3811... Generator Loss: 0.4912 Epoch 5/5... Discriminator Loss: 1.1881... Generator Loss: 0.6098
Epoch 5/5... Discriminator Loss: 1.3149... Generator Loss: 0.5198 Epoch 5/5... Discriminator Loss: 1.2373... Generator Loss: 0.5675 Epoch 5/5... Discriminator Loss: 1.1862... Generator Loss: 0.6748 Epoch 5/5... Discriminator Loss: 1.2434... Generator Loss: 0.4922 Epoch 5/5... Discriminator Loss: 1.2947... Generator Loss: 0.6133 Epoch 5/5... Discriminator Loss: 1.3515... Generator Loss: 0.4474 Epoch 5/5... Discriminator Loss: 1.2096... Generator Loss: 0.7661 Epoch 5/5... Discriminator Loss: 1.3072... Generator Loss: 0.7226 Epoch 5/5... Discriminator Loss: 1.1999... Generator Loss: 0.8164 Epoch 5/5... Discriminator Loss: 1.1628... Generator Loss: 0.7974
Epoch 5/5... Discriminator Loss: 1.3154... Generator Loss: 0.4496 Epoch 5/5... Discriminator Loss: 1.3221... Generator Loss: 0.4746 Epoch 5/5... Discriminator Loss: 1.3414... Generator Loss: 0.4979 Epoch 5/5... Discriminator Loss: 1.4389... Generator Loss: 0.4107 Epoch 5/5... Discriminator Loss: 1.2117... Generator Loss: 0.9160 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.7422 Epoch 5/5... Discriminator Loss: 1.1100... Generator Loss: 0.8393 Epoch 5/5... Discriminator Loss: 1.3986... Generator Loss: 0.3823 Epoch 5/5... Discriminator Loss: 1.3606... Generator Loss: 0.4273 Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.4719
Epoch 5/5... Discriminator Loss: 1.2327... Generator Loss: 0.5862 Epoch 5/5... Discriminator Loss: 1.4677... Generator Loss: 1.1024 Epoch 5/5... Discriminator Loss: 1.3379... Generator Loss: 0.4898 Epoch 5/5... Discriminator Loss: 1.2154... Generator Loss: 0.6027 Epoch 5/5... Discriminator Loss: 1.3298... Generator Loss: 0.4768 Epoch 5/5... Discriminator Loss: 1.2469... Generator Loss: 0.7116 Epoch 5/5... Discriminator Loss: 1.1825... Generator Loss: 0.7578 Epoch 5/5... Discriminator Loss: 1.2139... Generator Loss: 0.7120 Epoch 5/5... Discriminator Loss: 1.1956... Generator Loss: 0.9315 Epoch 5/5... Discriminator Loss: 1.2533... Generator Loss: 1.0257
Epoch 5/5... Discriminator Loss: 1.2964... Generator Loss: 0.4941 Epoch 5/5... Discriminator Loss: 1.1922... Generator Loss: 0.8989 Epoch 5/5... Discriminator Loss: 1.2891... Generator Loss: 0.8711 Epoch 5/5... Discriminator Loss: 1.1026... Generator Loss: 0.6452 Epoch 5/5... Discriminator Loss: 1.2466... Generator Loss: 0.5184 Epoch 5/5... Discriminator Loss: 1.1448... Generator Loss: 0.7707 Epoch 5/5... Discriminator Loss: 1.2244... Generator Loss: 1.1086 Epoch 5/5... Discriminator Loss: 1.1331... Generator Loss: 0.8775 Epoch 5/5... Discriminator Loss: 1.1987... Generator Loss: 0.6918 Epoch 5/5... Discriminator Loss: 1.2320... Generator Loss: 0.6483
Epoch 5/5... Discriminator Loss: 1.2342... Generator Loss: 0.7684 Epoch 5/5... Discriminator Loss: 1.4638... Generator Loss: 0.3464 Epoch 5/5... Discriminator Loss: 1.2088... Generator Loss: 0.6903 Epoch 5/5... Discriminator Loss: 1.1788... Generator Loss: 0.6730 Epoch 5/5... Discriminator Loss: 1.3027... Generator Loss: 0.7090 Epoch 5/5... Discriminator Loss: 1.2061... Generator Loss: 0.9942 Epoch 5/5... Discriminator Loss: 1.3051... Generator Loss: 0.7202 Epoch 5/5... Discriminator Loss: 1.2723... Generator Loss: 0.5006 Epoch 5/5... Discriminator Loss: 1.3094... Generator Loss: 0.4755 Epoch 5/5... Discriminator Loss: 1.1696... Generator Loss: 0.6451
Epoch 5/5... Discriminator Loss: 1.1390... Generator Loss: 0.7647 Epoch 5/5... Discriminator Loss: 1.2380... Generator Loss: 0.5466 Epoch 5/5... Discriminator Loss: 1.2369... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3103... Generator Loss: 0.5925 Epoch 5/5... Discriminator Loss: 1.2680... Generator Loss: 0.9050 Epoch 5/5... Discriminator Loss: 1.1994... Generator Loss: 0.7186 Epoch 5/5... Discriminator Loss: 1.3725... Generator Loss: 0.4515 Epoch 5/5... Discriminator Loss: 1.2814... Generator Loss: 0.5034 Epoch 5/5... Discriminator Loss: 1.3648... Generator Loss: 0.5206 Epoch 5/5... Discriminator Loss: 1.3809... Generator Loss: 0.4368
Epoch 5/5... Discriminator Loss: 1.3002... Generator Loss: 0.5474 Epoch 5/5... Discriminator Loss: 1.3149... Generator Loss: 0.4541 Epoch 5/5... Discriminator Loss: 1.2193... Generator Loss: 1.4434 Epoch 5/5... Discriminator Loss: 1.1914... Generator Loss: 0.8821 Epoch 5/5... Discriminator Loss: 1.3677... Generator Loss: 0.4061 Epoch 5/5... Discriminator Loss: 1.2727... Generator Loss: 0.5731 Epoch 5/5... Discriminator Loss: 1.3395... Generator Loss: 0.5575 Epoch 5/5... Discriminator Loss: 1.2001... Generator Loss: 0.8239 Epoch 5/5... Discriminator Loss: 1.4516... Generator Loss: 0.5072 Epoch 5/5... Discriminator Loss: 1.3365... Generator Loss: 0.4500
Epoch 5/5... Discriminator Loss: 1.3231... Generator Loss: 0.5112 Epoch 5/5... Discriminator Loss: 1.2197... Generator Loss: 0.6587 Epoch 5/5... Discriminator Loss: 1.2094... Generator Loss: 0.7470 Epoch 5/5... Discriminator Loss: 1.8577... Generator Loss: 1.3311 Epoch 5/5... Discriminator Loss: 1.7117... Generator Loss: 0.3436 Epoch 5/5... Discriminator Loss: 1.4850... Generator Loss: 0.7035 Epoch 5/5... Discriminator Loss: 1.2101... Generator Loss: 0.7322 Epoch 5/5... Discriminator Loss: 1.2340... Generator Loss: 0.7162 Epoch 5/5... Discriminator Loss: 1.2210... Generator Loss: 0.6807 Epoch 5/5... Discriminator Loss: 1.1391... Generator Loss: 0.6905
Epoch 5/5... Discriminator Loss: 1.1187... Generator Loss: 0.7696 Epoch 5/5... Discriminator Loss: 1.3367... Generator Loss: 0.5320 Epoch 5/5... Discriminator Loss: 1.2946... Generator Loss: 0.6503 Epoch 5/5... Discriminator Loss: 1.1957... Generator Loss: 0.6847 Epoch 5/5... Discriminator Loss: 1.1943... Generator Loss: 0.9058 Epoch 5/5... Discriminator Loss: 1.1518... Generator Loss: 0.6543 Epoch 5/5... Discriminator Loss: 1.2053... Generator Loss: 0.5840 Epoch 5/5... Discriminator Loss: 1.1386... Generator Loss: 0.9327 Epoch 5/5... Discriminator Loss: 1.1881... Generator Loss: 0.6042 Epoch 5/5... Discriminator Loss: 1.2869... Generator Loss: 0.6345
Epoch 5/5... Discriminator Loss: 1.5946... Generator Loss: 0.3116 Epoch 5/5... Discriminator Loss: 1.3634... Generator Loss: 0.3916 Epoch 5/5... Discriminator Loss: 1.3562... Generator Loss: 0.4131 Epoch 5/5... Discriminator Loss: 1.1609... Generator Loss: 0.6486 Epoch 5/5... Discriminator Loss: 1.3527... Generator Loss: 0.5326 -------Done-------
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 200
learning_rate = 0.002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/5... Discriminator Loss: 5.5456... Generator Loss: 0.0078 Epoch 1/5... Discriminator Loss: 5.0598... Generator Loss: 0.0146 Epoch 1/5... Discriminator Loss: 3.9753... Generator Loss: 0.0740 Epoch 1/5... Discriminator Loss: 3.8723... Generator Loss: 0.1905 Epoch 1/5... Discriminator Loss: 3.0583... Generator Loss: 0.4933 Epoch 1/5... Discriminator Loss: 2.5308... Generator Loss: 0.6966 Epoch 1/5... Discriminator Loss: 2.3367... Generator Loss: 0.6699 Epoch 1/5... Discriminator Loss: 2.2866... Generator Loss: 0.6561 Epoch 1/5... Discriminator Loss: 1.9035... Generator Loss: 0.6272 Epoch 1/5... Discriminator Loss: 2.2904... Generator Loss: 0.3871
Epoch 1/5... Discriminator Loss: 2.4016... Generator Loss: 0.4010 Epoch 1/5... Discriminator Loss: 2.2389... Generator Loss: 0.3237 Epoch 1/5... Discriminator Loss: 2.0744... Generator Loss: 0.4194 Epoch 1/5... Discriminator Loss: 2.2069... Generator Loss: 0.3274 Epoch 1/5... Discriminator Loss: 2.1764... Generator Loss: 0.4342 Epoch 1/5... Discriminator Loss: 1.7637... Generator Loss: 0.4268 Epoch 1/5... Discriminator Loss: 1.9803... Generator Loss: 0.4478 Epoch 1/5... Discriminator Loss: 1.8833... Generator Loss: 0.4877 Epoch 1/5... Discriminator Loss: 1.7826... Generator Loss: 0.5138 Epoch 1/5... Discriminator Loss: 2.1280... Generator Loss: 0.4153
Epoch 1/5... Discriminator Loss: 1.8166... Generator Loss: 0.4748 Epoch 1/5... Discriminator Loss: 1.7872... Generator Loss: 0.5130 Epoch 1/5... Discriminator Loss: 1.9392... Generator Loss: 0.4516 Epoch 1/5... Discriminator Loss: 1.9639... Generator Loss: 0.4566 Epoch 1/5... Discriminator Loss: 1.7967... Generator Loss: 0.5056 Epoch 1/5... Discriminator Loss: 1.8183... Generator Loss: 0.5074 Epoch 1/5... Discriminator Loss: 1.8650... Generator Loss: 0.5214 Epoch 1/5... Discriminator Loss: 1.8331... Generator Loss: 0.5289 Epoch 1/5... Discriminator Loss: 1.9835... Generator Loss: 0.4517 Epoch 1/5... Discriminator Loss: 1.7936... Generator Loss: 0.4472
Epoch 1/5... Discriminator Loss: 2.2470... Generator Loss: 0.3921 Epoch 1/5... Discriminator Loss: 1.8150... Generator Loss: 0.4327 Epoch 1/5... Discriminator Loss: 1.6977... Generator Loss: 0.5097 Epoch 1/5... Discriminator Loss: 1.9749... Generator Loss: 0.4090 Epoch 1/5... Discriminator Loss: 1.7615... Generator Loss: 0.5161 Epoch 1/5... Discriminator Loss: 1.8771... Generator Loss: 0.5027 Epoch 1/5... Discriminator Loss: 1.6848... Generator Loss: 0.5168 Epoch 1/5... Discriminator Loss: 1.6390... Generator Loss: 0.5100 Epoch 1/5... Discriminator Loss: 1.7868... Generator Loss: 0.5569 Epoch 1/5... Discriminator Loss: 1.6350... Generator Loss: 0.4983
Epoch 1/5... Discriminator Loss: 1.6769... Generator Loss: 0.6154 Epoch 1/5... Discriminator Loss: 1.9744... Generator Loss: 0.4220 Epoch 1/5... Discriminator Loss: 1.5967... Generator Loss: 0.5426 Epoch 1/5... Discriminator Loss: 1.7262... Generator Loss: 0.4654 Epoch 1/5... Discriminator Loss: 1.6146... Generator Loss: 0.5578 Epoch 1/5... Discriminator Loss: 1.6083... Generator Loss: 0.5584 Epoch 1/5... Discriminator Loss: 1.7457... Generator Loss: 0.5042 Epoch 1/5... Discriminator Loss: 1.6491... Generator Loss: 0.5666 Epoch 1/5... Discriminator Loss: 1.7519... Generator Loss: 0.5609 Epoch 1/5... Discriminator Loss: 1.8817... Generator Loss: 0.4466
Epoch 1/5... Discriminator Loss: 1.7964... Generator Loss: 0.4796 Epoch 1/5... Discriminator Loss: 1.8777... Generator Loss: 0.4124 Epoch 1/5... Discriminator Loss: 1.6268... Generator Loss: 0.5208 Epoch 1/5... Discriminator Loss: 1.7379... Generator Loss: 0.5720 Epoch 1/5... Discriminator Loss: 1.6986... Generator Loss: 0.4985 Epoch 1/5... Discriminator Loss: 1.7949... Generator Loss: 0.4625 Epoch 1/5... Discriminator Loss: 1.5232... Generator Loss: 0.5991 Epoch 1/5... Discriminator Loss: 1.7911... Generator Loss: 0.4519 Epoch 1/5... Discriminator Loss: 1.8248... Generator Loss: 0.4564 Epoch 1/5... Discriminator Loss: 1.6106... Generator Loss: 0.5230
Epoch 1/5... Discriminator Loss: 2.1224... Generator Loss: 0.4179 Epoch 1/5... Discriminator Loss: 1.9737... Generator Loss: 0.4601 Epoch 1/5... Discriminator Loss: 2.0225... Generator Loss: 0.4022 Epoch 1/5... Discriminator Loss: 1.7702... Generator Loss: 0.4698 Epoch 1/5... Discriminator Loss: 1.9366... Generator Loss: 0.6245 Epoch 1/5... Discriminator Loss: 2.0964... Generator Loss: 0.4019 Epoch 1/5... Discriminator Loss: 1.8506... Generator Loss: 0.3959 Epoch 1/5... Discriminator Loss: 1.6972... Generator Loss: 0.4786 Epoch 1/5... Discriminator Loss: 1.6880... Generator Loss: 0.5811 Epoch 1/5... Discriminator Loss: 1.7495... Generator Loss: 0.5281
Epoch 1/5... Discriminator Loss: 1.5747... Generator Loss: 0.6096 Epoch 1/5... Discriminator Loss: 1.6141... Generator Loss: 0.5237 Epoch 1/5... Discriminator Loss: 1.5931... Generator Loss: 0.5725 Epoch 1/5... Discriminator Loss: 1.4896... Generator Loss: 0.6675 Epoch 1/5... Discriminator Loss: 1.5834... Generator Loss: 0.6293 Epoch 1/5... Discriminator Loss: 1.7446... Generator Loss: 0.5716 Epoch 1/5... Discriminator Loss: 1.7202... Generator Loss: 0.4914 Epoch 1/5... Discriminator Loss: 1.5433... Generator Loss: 0.6159 Epoch 1/5... Discriminator Loss: 1.5036... Generator Loss: 0.7117 Epoch 1/5... Discriminator Loss: 1.7254... Generator Loss: 0.5457
Epoch 1/5... Discriminator Loss: 1.6537... Generator Loss: 0.5886 Epoch 1/5... Discriminator Loss: 1.6356... Generator Loss: 0.5459 Epoch 1/5... Discriminator Loss: 1.7143... Generator Loss: 0.4795 Epoch 1/5... Discriminator Loss: 1.5915... Generator Loss: 0.5910 Epoch 1/5... Discriminator Loss: 1.6438... Generator Loss: 0.6069 Epoch 1/5... Discriminator Loss: 1.5688... Generator Loss: 0.5417 Epoch 1/5... Discriminator Loss: 1.5892... Generator Loss: 0.6131 Epoch 1/5... Discriminator Loss: 1.6369... Generator Loss: 0.5745 Epoch 1/5... Discriminator Loss: 1.5439... Generator Loss: 0.6377 Epoch 1/5... Discriminator Loss: 1.5650... Generator Loss: 0.5977
Epoch 1/5... Discriminator Loss: 1.7046... Generator Loss: 0.5160 Epoch 1/5... Discriminator Loss: 1.5865... Generator Loss: 0.5771 Epoch 1/5... Discriminator Loss: 1.5817... Generator Loss: 0.5501 Epoch 1/5... Discriminator Loss: 1.5087... Generator Loss: 0.5750 Epoch 1/5... Discriminator Loss: 1.6477... Generator Loss: 0.5327 Epoch 1/5... Discriminator Loss: 1.5460... Generator Loss: 0.5528 Epoch 1/5... Discriminator Loss: 1.6487... Generator Loss: 0.6471 Epoch 1/5... Discriminator Loss: 1.6338... Generator Loss: 0.5165 Epoch 1/5... Discriminator Loss: 1.6565... Generator Loss: 0.5809 Epoch 1/5... Discriminator Loss: 1.5454... Generator Loss: 0.7024
Epoch 1/5... Discriminator Loss: 1.7401... Generator Loss: 0.4965 Epoch 1/5... Discriminator Loss: 1.5078... Generator Loss: 0.6181 Epoch 1/5... Discriminator Loss: 1.6085... Generator Loss: 0.6064 Epoch 1/5... Discriminator Loss: 1.6712... Generator Loss: 0.5886 Epoch 1/5... Discriminator Loss: 1.5790... Generator Loss: 0.5375 Epoch 1/5... Discriminator Loss: 1.5774... Generator Loss: 0.5590 Epoch 1/5... Discriminator Loss: 1.5910... Generator Loss: 0.6133 Epoch 1/5... Discriminator Loss: 1.4746... Generator Loss: 0.6911 Epoch 1/5... Discriminator Loss: 1.6496... Generator Loss: 0.5872 Epoch 1/5... Discriminator Loss: 1.6562... Generator Loss: 0.4826
Epoch 1/5... Discriminator Loss: 1.5304... Generator Loss: 0.6044 Epoch 1/5... Discriminator Loss: 1.4606... Generator Loss: 0.7206 Epoch 1/5... Discriminator Loss: 1.5947... Generator Loss: 0.6089 Epoch 1/5... Discriminator Loss: 1.5082... Generator Loss: 0.5914 Epoch 1/5... Discriminator Loss: 1.5641... Generator Loss: 0.6451 Epoch 1/5... Discriminator Loss: 1.5645... Generator Loss: 0.5945 Epoch 1/5... Discriminator Loss: 1.5757... Generator Loss: 0.5375 Epoch 1/5... Discriminator Loss: 1.5096... Generator Loss: 0.6595 Epoch 1/5... Discriminator Loss: 1.6771... Generator Loss: 0.5150 Epoch 1/5... Discriminator Loss: 1.4479... Generator Loss: 0.6606
Epoch 1/5... Discriminator Loss: 1.5362... Generator Loss: 0.6008 Epoch 1/5... Discriminator Loss: 1.6010... Generator Loss: 0.5328 Epoch 1/5... Discriminator Loss: 1.5604... Generator Loss: 0.6180 Epoch 1/5... Discriminator Loss: 1.5195... Generator Loss: 0.5586 Epoch 1/5... Discriminator Loss: 1.6990... Generator Loss: 0.4897 Epoch 1/5... Discriminator Loss: 1.6084... Generator Loss: 0.5889 Epoch 1/5... Discriminator Loss: 1.6071... Generator Loss: 0.6004 Epoch 1/5... Discriminator Loss: 1.5633... Generator Loss: 0.5633 Epoch 1/5... Discriminator Loss: 1.4947... Generator Loss: 0.6126 Epoch 1/5... Discriminator Loss: 1.6571... Generator Loss: 0.5682
Epoch 1/5... Discriminator Loss: 1.5003... Generator Loss: 0.6839 Epoch 1/5... Discriminator Loss: 1.5123... Generator Loss: 0.6124 Epoch 1/5... Discriminator Loss: 1.4842... Generator Loss: 0.5521 Epoch 1/5... Discriminator Loss: 1.5838... Generator Loss: 0.5764 Epoch 1/5... Discriminator Loss: 1.6254... Generator Loss: 0.5634 Epoch 1/5... Discriminator Loss: 1.4201... Generator Loss: 0.6563 Epoch 1/5... Discriminator Loss: 1.5586... Generator Loss: 0.5862 Epoch 1/5... Discriminator Loss: 1.6737... Generator Loss: 0.5215 Epoch 1/5... Discriminator Loss: 1.7372... Generator Loss: 0.5067 Epoch 1/5... Discriminator Loss: 1.6535... Generator Loss: 0.5475
Epoch 1/5... Discriminator Loss: 1.5205... Generator Loss: 0.5700 Epoch 1/5... Discriminator Loss: 1.6003... Generator Loss: 0.5665 Epoch 1/5... Discriminator Loss: 1.5613... Generator Loss: 0.6906 Epoch 1/5... Discriminator Loss: 1.5924... Generator Loss: 0.6002 Epoch 1/5... Discriminator Loss: 1.4693... Generator Loss: 0.6915 Epoch 1/5... Discriminator Loss: 1.5712... Generator Loss: 0.5599 Epoch 1/5... Discriminator Loss: 1.4703... Generator Loss: 0.6702 Epoch 1/5... Discriminator Loss: 1.4322... Generator Loss: 0.6308 Epoch 1/5... Discriminator Loss: 1.6007... Generator Loss: 0.6161 Epoch 1/5... Discriminator Loss: 1.5335... Generator Loss: 0.5576
Epoch 1/5... Discriminator Loss: 1.6321... Generator Loss: 0.5516 Epoch 1/5... Discriminator Loss: 1.5440... Generator Loss: 0.6150 Epoch 1/5... Discriminator Loss: 1.6101... Generator Loss: 0.6000 Epoch 1/5... Discriminator Loss: 1.5745... Generator Loss: 0.5512 Epoch 1/5... Discriminator Loss: 1.6977... Generator Loss: 0.5422 Epoch 1/5... Discriminator Loss: 1.6854... Generator Loss: 0.5187 Epoch 1/5... Discriminator Loss: 1.6591... Generator Loss: 0.5631 Epoch 1/5... Discriminator Loss: 1.7598... Generator Loss: 0.5912 Epoch 1/5... Discriminator Loss: 1.5869... Generator Loss: 0.5831 Epoch 1/5... Discriminator Loss: 1.6563... Generator Loss: 0.5207
Epoch 1/5... Discriminator Loss: 1.4619... Generator Loss: 0.6004 Epoch 1/5... Discriminator Loss: 1.6370... Generator Loss: 0.5099 Epoch 1/5... Discriminator Loss: 1.8379... Generator Loss: 0.5386 Epoch 1/5... Discriminator Loss: 1.5933... Generator Loss: 0.5212 Epoch 1/5... Discriminator Loss: 1.8694... Generator Loss: 0.4850 Epoch 1/5... Discriminator Loss: 1.7562... Generator Loss: 0.5586 Epoch 1/5... Discriminator Loss: 1.5114... Generator Loss: 0.5835 Epoch 1/5... Discriminator Loss: 1.5333... Generator Loss: 0.6478 Epoch 1/5... Discriminator Loss: 1.5391... Generator Loss: 0.6029 Epoch 1/5... Discriminator Loss: 1.4591... Generator Loss: 0.6166
Epoch 1/5... Discriminator Loss: 1.5032... Generator Loss: 0.6614 Epoch 1/5... Discriminator Loss: 1.5165... Generator Loss: 0.6199 Epoch 1/5... Discriminator Loss: 1.5236... Generator Loss: 0.5971 Epoch 1/5... Discriminator Loss: 1.4846... Generator Loss: 0.5940 Epoch 1/5... Discriminator Loss: 1.4760... Generator Loss: 0.6678 Epoch 1/5... Discriminator Loss: 1.5510... Generator Loss: 0.5639 Epoch 1/5... Discriminator Loss: 1.4725... Generator Loss: 0.7093 Epoch 1/5... Discriminator Loss: 1.5085... Generator Loss: 0.5738 Epoch 1/5... Discriminator Loss: 1.4624... Generator Loss: 0.5711 Epoch 1/5... Discriminator Loss: 1.5754... Generator Loss: 0.6313
Epoch 1/5... Discriminator Loss: 1.5607... Generator Loss: 0.6264 Epoch 1/5... Discriminator Loss: 1.5851... Generator Loss: 0.5870 Epoch 1/5... Discriminator Loss: 1.6607... Generator Loss: 0.5912 Epoch 1/5... Discriminator Loss: 1.5839... Generator Loss: 0.5610 Epoch 1/5... Discriminator Loss: 1.4926... Generator Loss: 0.5854 Epoch 1/5... Discriminator Loss: 1.6828... Generator Loss: 0.5093 Epoch 1/5... Discriminator Loss: 1.7092... Generator Loss: 0.5066 Epoch 1/5... Discriminator Loss: 1.6062... Generator Loss: 0.6324 Epoch 1/5... Discriminator Loss: 1.6335... Generator Loss: 0.5316 Epoch 1/5... Discriminator Loss: 1.5687... Generator Loss: 0.6101
Epoch 1/5... Discriminator Loss: 1.5153... Generator Loss: 0.5656 Epoch 1/5... Discriminator Loss: 1.5468... Generator Loss: 0.6185 Epoch 1/5... Discriminator Loss: 1.5973... Generator Loss: 0.5691 Epoch 1/5... Discriminator Loss: 1.6706... Generator Loss: 0.5445 Epoch 1/5... Discriminator Loss: 1.5122... Generator Loss: 0.6204 Epoch 1/5... Discriminator Loss: 1.5599... Generator Loss: 0.6099 Epoch 1/5... Discriminator Loss: 1.6050... Generator Loss: 0.4893 Epoch 1/5... Discriminator Loss: 1.4795... Generator Loss: 0.6450 Epoch 1/5... Discriminator Loss: 1.4481... Generator Loss: 0.6590 Epoch 1/5... Discriminator Loss: 1.5571... Generator Loss: 0.5714
Epoch 1/5... Discriminator Loss: 1.4613... Generator Loss: 0.6448 Epoch 1/5... Discriminator Loss: 1.5914... Generator Loss: 0.5632 Epoch 1/5... Discriminator Loss: 1.6167... Generator Loss: 0.5737 Epoch 1/5... Discriminator Loss: 1.4434... Generator Loss: 0.5536 Epoch 1/5... Discriminator Loss: 1.4712... Generator Loss: 0.6736 Epoch 1/5... Discriminator Loss: 1.5573... Generator Loss: 0.5925 Epoch 1/5... Discriminator Loss: 1.4609... Generator Loss: 0.6377 Epoch 1/5... Discriminator Loss: 1.4845... Generator Loss: 0.6191 Epoch 1/5... Discriminator Loss: 1.5201... Generator Loss: 0.5482 Epoch 1/5... Discriminator Loss: 1.5016... Generator Loss: 0.6340
Epoch 1/5... Discriminator Loss: 1.5351... Generator Loss: 0.5956 Epoch 1/5... Discriminator Loss: 1.5933... Generator Loss: 0.6061 Epoch 1/5... Discriminator Loss: 1.5435... Generator Loss: 0.6153 Epoch 1/5... Discriminator Loss: 1.5407... Generator Loss: 0.6853 Epoch 1/5... Discriminator Loss: 1.4757... Generator Loss: 0.6148 Epoch 1/5... Discriminator Loss: 1.4892... Generator Loss: 0.5930 Epoch 1/5... Discriminator Loss: 1.4426... Generator Loss: 0.6503 Epoch 1/5... Discriminator Loss: 1.5592... Generator Loss: 0.6053 Epoch 1/5... Discriminator Loss: 1.5983... Generator Loss: 0.5784 Epoch 1/5... Discriminator Loss: 1.5803... Generator Loss: 0.6001
Epoch 1/5... Discriminator Loss: 1.5505... Generator Loss: 0.5956 Epoch 1/5... Discriminator Loss: 1.4898... Generator Loss: 0.5996 Epoch 1/5... Discriminator Loss: 1.4733... Generator Loss: 0.6672 Epoch 1/5... Discriminator Loss: 1.5660... Generator Loss: 0.5847 Epoch 1/5... Discriminator Loss: 1.5137... Generator Loss: 0.5688 Epoch 1/5... Discriminator Loss: 1.4486... Generator Loss: 0.6493 Epoch 1/5... Discriminator Loss: 1.6208... Generator Loss: 0.5213 Epoch 1/5... Discriminator Loss: 1.5160... Generator Loss: 0.6017 Epoch 1/5... Discriminator Loss: 1.5049... Generator Loss: 0.6143 Epoch 1/5... Discriminator Loss: 1.5411... Generator Loss: 0.5670
Epoch 1/5... Discriminator Loss: 1.4735... Generator Loss: 0.6308 Epoch 1/5... Discriminator Loss: 1.5182... Generator Loss: 0.5635 Epoch 1/5... Discriminator Loss: 1.5799... Generator Loss: 0.5963 Epoch 1/5... Discriminator Loss: 1.5136... Generator Loss: 0.7265 Epoch 1/5... Discriminator Loss: 1.5031... Generator Loss: 0.6264 Epoch 1/5... Discriminator Loss: 1.4644... Generator Loss: 0.5954 Epoch 1/5... Discriminator Loss: 1.5174... Generator Loss: 0.6607 Epoch 1/5... Discriminator Loss: 1.4902... Generator Loss: 0.6446 Epoch 1/5... Discriminator Loss: 1.5130... Generator Loss: 0.5756 Epoch 1/5... Discriminator Loss: 1.4816... Generator Loss: 0.6410
Epoch 1/5... Discriminator Loss: 1.4696... Generator Loss: 0.6399 Epoch 1/5... Discriminator Loss: 1.5018... Generator Loss: 0.6329 Epoch 1/5... Discriminator Loss: 1.5433... Generator Loss: 0.5484 Epoch 1/5... Discriminator Loss: 1.5053... Generator Loss: 0.6059 Epoch 1/5... Discriminator Loss: 1.4498... Generator Loss: 0.6819 Epoch 1/5... Discriminator Loss: 1.5711... Generator Loss: 0.5938 Epoch 1/5... Discriminator Loss: 1.3930... Generator Loss: 0.6892 Epoch 1/5... Discriminator Loss: 1.5089... Generator Loss: 0.6890 Epoch 1/5... Discriminator Loss: 1.4877... Generator Loss: 0.6512 Epoch 1/5... Discriminator Loss: 1.4915... Generator Loss: 0.6185
Epoch 1/5... Discriminator Loss: 1.4678... Generator Loss: 0.6849 Epoch 1/5... Discriminator Loss: 1.5127... Generator Loss: 0.6401 Epoch 1/5... Discriminator Loss: 1.4423... Generator Loss: 0.6247 Epoch 1/5... Discriminator Loss: 1.4781... Generator Loss: 0.6482 Epoch 1/5... Discriminator Loss: 1.5986... Generator Loss: 0.5487 Epoch 1/5... Discriminator Loss: 1.4692... Generator Loss: 0.6680 Epoch 1/5... Discriminator Loss: 1.5177... Generator Loss: 0.6691 Epoch 1/5... Discriminator Loss: 1.4048... Generator Loss: 0.6411 Epoch 1/5... Discriminator Loss: 1.4480... Generator Loss: 0.6335 Epoch 1/5... Discriminator Loss: 1.5845... Generator Loss: 0.5610
Epoch 1/5... Discriminator Loss: 1.4448... Generator Loss: 0.6933 Epoch 1/5... Discriminator Loss: 1.4799... Generator Loss: 0.6263 Epoch 1/5... Discriminator Loss: 1.5106... Generator Loss: 0.6097 Epoch 1/5... Discriminator Loss: 1.5183... Generator Loss: 0.6021 Epoch 1/5... Discriminator Loss: 1.5002... Generator Loss: 0.6541 Epoch 1/5... Discriminator Loss: 1.5000... Generator Loss: 0.6283 Epoch 1/5... Discriminator Loss: 1.5003... Generator Loss: 0.6970 Epoch 1/5... Discriminator Loss: 1.5554... Generator Loss: 0.6201 Epoch 1/5... Discriminator Loss: 1.4849... Generator Loss: 0.6083 Epoch 1/5... Discriminator Loss: 1.4938... Generator Loss: 0.6893
Epoch 1/5... Discriminator Loss: 1.5731... Generator Loss: 0.6481 Epoch 1/5... Discriminator Loss: 1.4587... Generator Loss: 0.6142 Epoch 1/5... Discriminator Loss: 1.4342... Generator Loss: 0.6932 Epoch 1/5... Discriminator Loss: 1.4386... Generator Loss: 0.6685 Epoch 1/5... Discriminator Loss: 1.4891... Generator Loss: 0.6778 Epoch 1/5... Discriminator Loss: 1.4645... Generator Loss: 0.6552 Epoch 1/5... Discriminator Loss: 1.5032... Generator Loss: 0.5674 Epoch 1/5... Discriminator Loss: 1.4745... Generator Loss: 0.6451 Epoch 1/5... Discriminator Loss: 1.4894... Generator Loss: 0.6316 Epoch 1/5... Discriminator Loss: 1.4934... Generator Loss: 0.6399
Epoch 1/5... Discriminator Loss: 1.5060... Generator Loss: 0.6338 Epoch 1/5... Discriminator Loss: 1.5646... Generator Loss: 0.5950 Epoch 1/5... Discriminator Loss: 1.3841... Generator Loss: 0.6882 Epoch 1/5... Discriminator Loss: 1.4388... Generator Loss: 0.6769 Epoch 1/5... Discriminator Loss: 1.5606... Generator Loss: 0.5557 Epoch 1/5... Discriminator Loss: 1.4336... Generator Loss: 0.6657 Epoch 1/5... Discriminator Loss: 1.5583... Generator Loss: 0.6031 Epoch 1/5... Discriminator Loss: 1.5196... Generator Loss: 0.5799 Epoch 1/5... Discriminator Loss: 1.4934... Generator Loss: 0.6139 Epoch 1/5... Discriminator Loss: 1.5278... Generator Loss: 0.6579
Epoch 1/5... Discriminator Loss: 1.4458... Generator Loss: 0.6523 Epoch 1/5... Discriminator Loss: 1.5528... Generator Loss: 0.6022 Epoch 1/5... Discriminator Loss: 1.4869... Generator Loss: 0.6414 Epoch 1/5... Discriminator Loss: 1.4943... Generator Loss: 0.6950 Epoch 1/5... Discriminator Loss: 1.5488... Generator Loss: 0.5811 Epoch 1/5... Discriminator Loss: 1.4329... Generator Loss: 0.6133 Epoch 1/5... Discriminator Loss: 1.5307... Generator Loss: 0.6243 Epoch 1/5... Discriminator Loss: 1.4674... Generator Loss: 0.6702 Epoch 1/5... Discriminator Loss: 1.4920... Generator Loss: 0.5790 Epoch 1/5... Discriminator Loss: 1.4707... Generator Loss: 0.6255
Epoch 1/5... Discriminator Loss: 1.4683... Generator Loss: 0.6769 Epoch 1/5... Discriminator Loss: 1.4214... Generator Loss: 0.6745 Epoch 1/5... Discriminator Loss: 1.4900... Generator Loss: 0.6233 Epoch 1/5... Discriminator Loss: 1.4162... Generator Loss: 0.6671 Epoch 1/5... Discriminator Loss: 1.4410... Generator Loss: 0.5783 Epoch 1/5... Discriminator Loss: 1.4859... Generator Loss: 0.6233 Epoch 1/5... Discriminator Loss: 1.4687... Generator Loss: 0.6542 Epoch 1/5... Discriminator Loss: 1.4673... Generator Loss: 0.6298 Epoch 1/5... Discriminator Loss: 1.4046... Generator Loss: 0.7305 Epoch 1/5... Discriminator Loss: 1.4588... Generator Loss: 0.6980
Epoch 1/5... Discriminator Loss: 1.4472... Generator Loss: 0.6533 Epoch 1/5... Discriminator Loss: 1.4553... Generator Loss: 0.6793 Epoch 1/5... Discriminator Loss: 1.4496... Generator Loss: 0.6157 Epoch 1/5... Discriminator Loss: 1.5021... Generator Loss: 0.6534 Epoch 1/5... Discriminator Loss: 1.4345... Generator Loss: 0.6044 Epoch 1/5... Discriminator Loss: 1.4405... Generator Loss: 0.6218 Epoch 1/5... Discriminator Loss: 1.4651... Generator Loss: 0.6429 Epoch 1/5... Discriminator Loss: 1.4791... Generator Loss: 0.6279 Epoch 1/5... Discriminator Loss: 1.4047... Generator Loss: 0.6274 Epoch 1/5... Discriminator Loss: 1.5444... Generator Loss: 0.6662
Epoch 1/5... Discriminator Loss: 1.4225... Generator Loss: 0.6628 Epoch 1/5... Discriminator Loss: 1.5140... Generator Loss: 0.6080 Epoch 1/5... Discriminator Loss: 1.5071... Generator Loss: 0.5751 Epoch 1/5... Discriminator Loss: 1.4625... Generator Loss: 0.6665 Epoch 1/5... Discriminator Loss: 1.5090... Generator Loss: 0.6310 Epoch 1/5... Discriminator Loss: 1.4108... Generator Loss: 0.6901 Epoch 1/5... Discriminator Loss: 1.4585... Generator Loss: 0.6344 Epoch 1/5... Discriminator Loss: 1.5156... Generator Loss: 0.6106 Epoch 1/5... Discriminator Loss: 1.4523... Generator Loss: 0.6799 Epoch 1/5... Discriminator Loss: 1.5726... Generator Loss: 0.6434
Epoch 1/5... Discriminator Loss: 1.4595... Generator Loss: 0.6362 Epoch 1/5... Discriminator Loss: 1.4560... Generator Loss: 0.6249 Epoch 1/5... Discriminator Loss: 1.4093... Generator Loss: 0.6751 Epoch 1/5... Discriminator Loss: 1.4103... Generator Loss: 0.5985 Epoch 1/5... Discriminator Loss: 1.4901... Generator Loss: 0.6533 Epoch 1/5... Discriminator Loss: 1.4431... Generator Loss: 0.6422 Epoch 1/5... Discriminator Loss: 1.4430... Generator Loss: 0.5758 Epoch 1/5... Discriminator Loss: 1.4942... Generator Loss: 0.6353 Epoch 1/5... Discriminator Loss: 1.5078... Generator Loss: 0.6032 Epoch 1/5... Discriminator Loss: 1.4539... Generator Loss: 0.7002
Epoch 1/5... Discriminator Loss: 1.4206... Generator Loss: 0.6425 Epoch 1/5... Discriminator Loss: 1.4652... Generator Loss: 0.6919 Epoch 1/5... Discriminator Loss: 1.4575... Generator Loss: 0.6769 Epoch 1/5... Discriminator Loss: 1.4364... Generator Loss: 0.6655 Epoch 1/5... Discriminator Loss: 1.4144... Generator Loss: 0.6510 Epoch 1/5... Discriminator Loss: 1.4605... Generator Loss: 0.6728 Epoch 1/5... Discriminator Loss: 1.4525... Generator Loss: 0.7077 Epoch 1/5... Discriminator Loss: 1.4555... Generator Loss: 0.6074 Epoch 1/5... Discriminator Loss: 1.4983... Generator Loss: 0.6256 Epoch 1/5... Discriminator Loss: 1.4655... Generator Loss: 0.6556
Epoch 1/5... Discriminator Loss: 1.4165... Generator Loss: 0.6898 Epoch 1/5... Discriminator Loss: 1.4885... Generator Loss: 0.6596 Epoch 1/5... Discriminator Loss: 1.4382... Generator Loss: 0.6237 Epoch 1/5... Discriminator Loss: 1.4710... Generator Loss: 0.6419 Epoch 1/5... Discriminator Loss: 1.4910... Generator Loss: 0.6133 Epoch 1/5... Discriminator Loss: 1.4395... Generator Loss: 0.6507 Epoch 1/5... Discriminator Loss: 1.4751... Generator Loss: 0.7009 Epoch 1/5... Discriminator Loss: 1.4182... Generator Loss: 0.6633 Epoch 1/5... Discriminator Loss: 1.4139... Generator Loss: 0.6627 Epoch 1/5... Discriminator Loss: 1.5217... Generator Loss: 0.6055
Epoch 1/5... Discriminator Loss: 1.4329... Generator Loss: 0.6622 Epoch 1/5... Discriminator Loss: 1.4427... Generator Loss: 0.6667 Epoch 1/5... Discriminator Loss: 1.4443... Generator Loss: 0.6407 Epoch 1/5... Discriminator Loss: 1.4678... Generator Loss: 0.6779 Epoch 1/5... Discriminator Loss: 1.4337... Generator Loss: 0.6354 Epoch 1/5... Discriminator Loss: 1.4280... Generator Loss: 0.5911 Epoch 1/5... Discriminator Loss: 1.4502... Generator Loss: 0.6234 Epoch 1/5... Discriminator Loss: 1.4686... Generator Loss: 0.6642 Epoch 1/5... Discriminator Loss: 1.4634... Generator Loss: 0.6706 Epoch 1/5... Discriminator Loss: 1.4711... Generator Loss: 0.5981
Epoch 1/5... Discriminator Loss: 1.4425... Generator Loss: 0.6947 Epoch 1/5... Discriminator Loss: 1.5070... Generator Loss: 0.6486 Epoch 1/5... Discriminator Loss: 1.4699... Generator Loss: 0.6211 Epoch 1/5... Discriminator Loss: 1.4333... Generator Loss: 0.6267 Epoch 1/5... Discriminator Loss: 1.4533... Generator Loss: 0.6481 Epoch 1/5... Discriminator Loss: 1.4731... Generator Loss: 0.6104 Epoch 1/5... Discriminator Loss: 1.4985... Generator Loss: 0.5800 Epoch 1/5... Discriminator Loss: 1.5122... Generator Loss: 0.6604 Epoch 1/5... Discriminator Loss: 1.4787... Generator Loss: 0.6315 Epoch 1/5... Discriminator Loss: 1.4155... Generator Loss: 0.6607
Epoch 1/5... Discriminator Loss: 1.4129... Generator Loss: 0.6643 Epoch 1/5... Discriminator Loss: 1.5361... Generator Loss: 0.6294 Epoch 1/5... Discriminator Loss: 1.4319... Generator Loss: 0.6173 Epoch 1/5... Discriminator Loss: 1.4827... Generator Loss: 0.6453 Epoch 1/5... Discriminator Loss: 1.4343... Generator Loss: 0.5880 Epoch 1/5... Discriminator Loss: 1.4931... Generator Loss: 0.6629 Epoch 1/5... Discriminator Loss: 1.3665... Generator Loss: 0.6986 Epoch 1/5... Discriminator Loss: 1.5490... Generator Loss: 0.6524 Epoch 1/5... Discriminator Loss: 1.4714... Generator Loss: 0.6718 Epoch 1/5... Discriminator Loss: 1.4681... Generator Loss: 0.6418
Epoch 1/5... Discriminator Loss: 1.4848... Generator Loss: 0.5756 Epoch 1/5... Discriminator Loss: 1.5285... Generator Loss: 0.6535 Epoch 1/5... Discriminator Loss: 1.4473... Generator Loss: 0.7065 Epoch 1/5... Discriminator Loss: 1.5732... Generator Loss: 0.5958 Epoch 1/5... Discriminator Loss: 1.4463... Generator Loss: 0.6200 Epoch 2/5... Discriminator Loss: 1.4673... Generator Loss: 0.6267 Epoch 2/5... Discriminator Loss: 1.4924... Generator Loss: 0.6669 Epoch 2/5... Discriminator Loss: 1.4337... Generator Loss: 0.6990 Epoch 2/5... Discriminator Loss: 1.5325... Generator Loss: 0.5510 Epoch 2/5... Discriminator Loss: 1.5015... Generator Loss: 0.6286
Epoch 2/5... Discriminator Loss: 1.4471... Generator Loss: 0.6289 Epoch 2/5... Discriminator Loss: 1.4909... Generator Loss: 0.6512 Epoch 2/5... Discriminator Loss: 1.4856... Generator Loss: 0.6246 Epoch 2/5... Discriminator Loss: 1.4698... Generator Loss: 0.6356 Epoch 2/5... Discriminator Loss: 1.5127... Generator Loss: 0.5977 Epoch 2/5... Discriminator Loss: 1.4923... Generator Loss: 0.6372 Epoch 2/5... Discriminator Loss: 1.4366... Generator Loss: 0.6708 Epoch 2/5... Discriminator Loss: 1.4347... Generator Loss: 0.6619 Epoch 2/5... Discriminator Loss: 1.4961... Generator Loss: 0.6103 Epoch 2/5... Discriminator Loss: 1.4587... Generator Loss: 0.6209
Epoch 2/5... Discriminator Loss: 1.5743... Generator Loss: 0.5870 Epoch 2/5... Discriminator Loss: 1.4021... Generator Loss: 0.6685 Epoch 2/5... Discriminator Loss: 1.4350... Generator Loss: 0.6540 Epoch 2/5... Discriminator Loss: 1.4616... Generator Loss: 0.6588 Epoch 2/5... Discriminator Loss: 1.4767... Generator Loss: 0.6342 Epoch 2/5... Discriminator Loss: 1.4617... Generator Loss: 0.6289 Epoch 2/5... Discriminator Loss: 1.4278... Generator Loss: 0.6857 Epoch 2/5... Discriminator Loss: 1.4362... Generator Loss: 0.6326 Epoch 2/5... Discriminator Loss: 1.4583... Generator Loss: 0.6138 Epoch 2/5... Discriminator Loss: 1.5227... Generator Loss: 0.5857
Epoch 2/5... Discriminator Loss: 1.3941... Generator Loss: 0.6883 Epoch 2/5... Discriminator Loss: 1.4669... Generator Loss: 0.6487 Epoch 2/5... Discriminator Loss: 1.4916... Generator Loss: 0.5963 Epoch 2/5... Discriminator Loss: 1.4292... Generator Loss: 0.6236 Epoch 2/5... Discriminator Loss: 1.4674... Generator Loss: 0.6258 Epoch 2/5... Discriminator Loss: 1.4109... Generator Loss: 0.7060 Epoch 2/5... Discriminator Loss: 1.4270... Generator Loss: 0.6373 Epoch 2/5... Discriminator Loss: 1.4748... Generator Loss: 0.6016 Epoch 2/5... Discriminator Loss: 1.4331... Generator Loss: 0.6388 Epoch 2/5... Discriminator Loss: 1.4338... Generator Loss: 0.6607
Epoch 2/5... Discriminator Loss: 1.4648... Generator Loss: 0.6579 Epoch 2/5... Discriminator Loss: 1.4095... Generator Loss: 0.6418 Epoch 2/5... Discriminator Loss: 1.4754... Generator Loss: 0.6651 Epoch 2/5... Discriminator Loss: 1.4623... Generator Loss: 0.6185 Epoch 2/5... Discriminator Loss: 1.4195... Generator Loss: 0.7182 Epoch 2/5... Discriminator Loss: 1.4550... Generator Loss: 0.6388 Epoch 2/5... Discriminator Loss: 1.4546... Generator Loss: 0.6805 Epoch 2/5... Discriminator Loss: 1.4375... Generator Loss: 0.6199 Epoch 2/5... Discriminator Loss: 1.4717... Generator Loss: 0.6717 Epoch 2/5... Discriminator Loss: 1.4190... Generator Loss: 0.6684
Epoch 2/5... Discriminator Loss: 1.4643... Generator Loss: 0.6591 Epoch 2/5... Discriminator Loss: 1.4889... Generator Loss: 0.6137 Epoch 2/5... Discriminator Loss: 1.4753... Generator Loss: 0.6225 Epoch 2/5... Discriminator Loss: 1.5206... Generator Loss: 0.6123 Epoch 2/5... Discriminator Loss: 1.4437... Generator Loss: 0.6545 Epoch 2/5... Discriminator Loss: 1.4629... Generator Loss: 0.6775 Epoch 2/5... Discriminator Loss: 1.4686... Generator Loss: 0.6303 Epoch 2/5... Discriminator Loss: 1.4136... Generator Loss: 0.6478 Epoch 2/5... Discriminator Loss: 1.4242... Generator Loss: 0.6853 Epoch 2/5... Discriminator Loss: 1.4203... Generator Loss: 0.6684
Epoch 2/5... Discriminator Loss: 1.4273... Generator Loss: 0.6984 Epoch 2/5... Discriminator Loss: 1.4039... Generator Loss: 0.6614 Epoch 2/5... Discriminator Loss: 1.4701... Generator Loss: 0.6139 Epoch 2/5... Discriminator Loss: 1.4640... Generator Loss: 0.6532 Epoch 2/5... Discriminator Loss: 1.4501... Generator Loss: 0.6348 Epoch 2/5... Discriminator Loss: 1.4220... Generator Loss: 0.6468 Epoch 2/5... Discriminator Loss: 1.4696... Generator Loss: 0.6140 Epoch 2/5... Discriminator Loss: 1.4127... Generator Loss: 0.7134 Epoch 2/5... Discriminator Loss: 1.4161... Generator Loss: 0.6989 Epoch 2/5... Discriminator Loss: 1.4031... Generator Loss: 0.6754
Epoch 2/5... Discriminator Loss: 1.4468... Generator Loss: 0.6435 Epoch 2/5... Discriminator Loss: 1.4823... Generator Loss: 0.6117 Epoch 2/5... Discriminator Loss: 1.4348... Generator Loss: 0.7052 Epoch 2/5... Discriminator Loss: 1.4223... Generator Loss: 0.6845 Epoch 2/5... Discriminator Loss: 1.4303... Generator Loss: 0.6386 Epoch 2/5... Discriminator Loss: 1.4717... Generator Loss: 0.6159 Epoch 2/5... Discriminator Loss: 1.4174... Generator Loss: 0.6769 Epoch 2/5... Discriminator Loss: 1.4564... Generator Loss: 0.6149 Epoch 2/5... Discriminator Loss: 1.4458... Generator Loss: 0.7088 Epoch 2/5... Discriminator Loss: 1.4581... Generator Loss: 0.6736
Epoch 2/5... Discriminator Loss: 1.4077... Generator Loss: 0.6748 Epoch 2/5... Discriminator Loss: 1.4536... Generator Loss: 0.6438 Epoch 2/5... Discriminator Loss: 1.4624... Generator Loss: 0.6476 Epoch 2/5... Discriminator Loss: 1.3923... Generator Loss: 0.7035 Epoch 2/5... Discriminator Loss: 1.4838... Generator Loss: 0.6290 Epoch 2/5... Discriminator Loss: 1.4318... Generator Loss: 0.6075 Epoch 2/5... Discriminator Loss: 1.4635... Generator Loss: 0.6472 Epoch 2/5... Discriminator Loss: 1.4593... Generator Loss: 0.6176 Epoch 2/5... Discriminator Loss: 1.4734... Generator Loss: 0.6323 Epoch 2/5... Discriminator Loss: 1.4564... Generator Loss: 0.6768
Epoch 2/5... Discriminator Loss: 1.4079... Generator Loss: 0.6498 Epoch 2/5... Discriminator Loss: 1.4788... Generator Loss: 0.6374 Epoch 2/5... Discriminator Loss: 1.4921... Generator Loss: 0.6116 Epoch 2/5... Discriminator Loss: 1.4977... Generator Loss: 0.6239 Epoch 2/5... Discriminator Loss: 1.4053... Generator Loss: 0.6624 Epoch 2/5... Discriminator Loss: 1.4461... Generator Loss: 0.6484 Epoch 2/5... Discriminator Loss: 1.4826... Generator Loss: 0.6188 Epoch 2/5... Discriminator Loss: 1.4828... Generator Loss: 0.6171 Epoch 2/5... Discriminator Loss: 1.4473... Generator Loss: 0.6715 Epoch 2/5... Discriminator Loss: 1.4336... Generator Loss: 0.6836
Epoch 2/5... Discriminator Loss: 1.5122... Generator Loss: 0.6419 Epoch 2/5... Discriminator Loss: 1.4139... Generator Loss: 0.6929 Epoch 2/5... Discriminator Loss: 1.4710... Generator Loss: 0.6358 Epoch 2/5... Discriminator Loss: 1.4038... Generator Loss: 0.6776 Epoch 2/5... Discriminator Loss: 1.4788... Generator Loss: 0.6913 Epoch 2/5... Discriminator Loss: 1.4087... Generator Loss: 0.6461 Epoch 2/5... Discriminator Loss: 1.4711... Generator Loss: 0.6061 Epoch 2/5... Discriminator Loss: 1.4344... Generator Loss: 0.6634 Epoch 2/5... Discriminator Loss: 1.4745... Generator Loss: 0.6536 Epoch 2/5... Discriminator Loss: 1.4249... Generator Loss: 0.6813
Epoch 2/5... Discriminator Loss: 1.4682... Generator Loss: 0.6463 Epoch 2/5... Discriminator Loss: 1.4133... Generator Loss: 0.6481 Epoch 2/5... Discriminator Loss: 1.5020... Generator Loss: 0.6295 Epoch 2/5... Discriminator Loss: 1.4048... Generator Loss: 0.6516 Epoch 2/5... Discriminator Loss: 1.5229... Generator Loss: 0.6292 Epoch 2/5... Discriminator Loss: 1.4220... Generator Loss: 0.6728 Epoch 2/5... Discriminator Loss: 1.5007... Generator Loss: 0.6684 Epoch 2/5... Discriminator Loss: 1.3957... Generator Loss: 0.6942 Epoch 2/5... Discriminator Loss: 1.4518... Generator Loss: 0.6616 Epoch 2/5... Discriminator Loss: 1.4389... Generator Loss: 0.6350
Epoch 2/5... Discriminator Loss: 1.4562... Generator Loss: 0.6257 Epoch 2/5... Discriminator Loss: 1.4501... Generator Loss: 0.6309 Epoch 2/5... Discriminator Loss: 1.4740... Generator Loss: 0.6253 Epoch 2/5... Discriminator Loss: 1.5133... Generator Loss: 0.6464 Epoch 2/5... Discriminator Loss: 1.4636... Generator Loss: 0.7111 Epoch 2/5... Discriminator Loss: 1.4310... Generator Loss: 0.6635 Epoch 2/5... Discriminator Loss: 1.4469... Generator Loss: 0.6261 Epoch 2/5... Discriminator Loss: 1.4161... Generator Loss: 0.6408 Epoch 2/5... Discriminator Loss: 1.4756... Generator Loss: 0.6610 Epoch 2/5... Discriminator Loss: 1.4361... Generator Loss: 0.6625
Epoch 2/5... Discriminator Loss: 1.4255... Generator Loss: 0.6671 Epoch 2/5... Discriminator Loss: 1.4392... Generator Loss: 0.6622 Epoch 2/5... Discriminator Loss: 1.4373... Generator Loss: 0.6107 Epoch 2/5... Discriminator Loss: 1.4135... Generator Loss: 0.6628 Epoch 2/5... Discriminator Loss: 1.4422... Generator Loss: 0.6729 Epoch 2/5... Discriminator Loss: 1.4425... Generator Loss: 0.6757 Epoch 2/5... Discriminator Loss: 1.4435... Generator Loss: 0.6522 Epoch 2/5... Discriminator Loss: 1.4368... Generator Loss: 0.6438 Epoch 2/5... Discriminator Loss: 1.4616... Generator Loss: 0.6412 Epoch 2/5... Discriminator Loss: 1.4447... Generator Loss: 0.6410
Epoch 2/5... Discriminator Loss: 1.3977... Generator Loss: 0.6871 Epoch 2/5... Discriminator Loss: 1.3974... Generator Loss: 0.6323 Epoch 2/5... Discriminator Loss: 1.4267... Generator Loss: 0.7170 Epoch 2/5... Discriminator Loss: 1.4676... Generator Loss: 0.6019 Epoch 2/5... Discriminator Loss: 1.4437... Generator Loss: 0.6052 Epoch 2/5... Discriminator Loss: 1.4517... Generator Loss: 0.6901 Epoch 2/5... Discriminator Loss: 1.4274... Generator Loss: 0.6277 Epoch 2/5... Discriminator Loss: 1.4488... Generator Loss: 0.6348 Epoch 2/5... Discriminator Loss: 1.4478... Generator Loss: 0.6697 Epoch 2/5... Discriminator Loss: 1.4363... Generator Loss: 0.6537
Epoch 2/5... Discriminator Loss: 1.4188... Generator Loss: 0.6399 Epoch 2/5... Discriminator Loss: 1.4488... Generator Loss: 0.6629 Epoch 2/5... Discriminator Loss: 1.4491... Generator Loss: 0.6569 Epoch 2/5... Discriminator Loss: 1.4123... Generator Loss: 0.6400 Epoch 2/5... Discriminator Loss: 1.4383... Generator Loss: 0.6621 Epoch 2/5... Discriminator Loss: 1.4352... Generator Loss: 0.6902 Epoch 2/5... Discriminator Loss: 1.4666... Generator Loss: 0.6678 Epoch 2/5... Discriminator Loss: 1.4187... Generator Loss: 0.6435 Epoch 2/5... Discriminator Loss: 1.4850... Generator Loss: 0.6281 Epoch 2/5... Discriminator Loss: 1.4566... Generator Loss: 0.6178
Epoch 2/5... Discriminator Loss: 1.4748... Generator Loss: 0.6300 Epoch 2/5... Discriminator Loss: 1.4321... Generator Loss: 0.6824 Epoch 2/5... Discriminator Loss: 1.4348... Generator Loss: 0.6671 Epoch 2/5... Discriminator Loss: 1.4455... Generator Loss: 0.6595 Epoch 2/5... Discriminator Loss: 1.4455... Generator Loss: 0.6231 Epoch 2/5... Discriminator Loss: 1.4298... Generator Loss: 0.6569 Epoch 2/5... Discriminator Loss: 1.4647... Generator Loss: 0.6381 Epoch 2/5... Discriminator Loss: 1.4115... Generator Loss: 0.6707 Epoch 2/5... Discriminator Loss: 1.4622... Generator Loss: 0.6574 Epoch 2/5... Discriminator Loss: 1.4276... Generator Loss: 0.6478
Epoch 2/5... Discriminator Loss: 1.4621... Generator Loss: 0.6772 Epoch 2/5... Discriminator Loss: 1.3930... Generator Loss: 0.6956 Epoch 2/5... Discriminator Loss: 1.4346... Generator Loss: 0.6465 Epoch 2/5... Discriminator Loss: 1.4577... Generator Loss: 0.6430 Epoch 2/5... Discriminator Loss: 1.4307... Generator Loss: 0.6346 Epoch 2/5... Discriminator Loss: 1.4409... Generator Loss: 0.6654 Epoch 2/5... Discriminator Loss: 1.4168... Generator Loss: 0.6744 Epoch 2/5... Discriminator Loss: 1.4276... Generator Loss: 0.6477 Epoch 2/5... Discriminator Loss: 1.3885... Generator Loss: 0.6721 Epoch 2/5... Discriminator Loss: 1.4554... Generator Loss: 0.6609
Epoch 2/5... Discriminator Loss: 1.4239... Generator Loss: 0.6702 Epoch 2/5... Discriminator Loss: 1.4269... Generator Loss: 0.6573 Epoch 2/5... Discriminator Loss: 1.4418... Generator Loss: 0.6816 Epoch 2/5... Discriminator Loss: 1.4129... Generator Loss: 0.6664 Epoch 2/5... Discriminator Loss: 1.4465... Generator Loss: 0.6353 Epoch 2/5... Discriminator Loss: 1.4229... Generator Loss: 0.7187 Epoch 2/5... Discriminator Loss: 1.4221... Generator Loss: 0.6991 Epoch 2/5... Discriminator Loss: 1.4002... Generator Loss: 0.6386 Epoch 2/5... Discriminator Loss: 1.4267... Generator Loss: 0.6598 Epoch 2/5... Discriminator Loss: 1.4269... Generator Loss: 0.6695
Epoch 2/5... Discriminator Loss: 1.4233... Generator Loss: 0.6642 Epoch 2/5... Discriminator Loss: 1.4088... Generator Loss: 0.6336 Epoch 2/5... Discriminator Loss: 1.4382... Generator Loss: 0.6789 Epoch 2/5... Discriminator Loss: 1.4532... Generator Loss: 0.6393 Epoch 2/5... Discriminator Loss: 1.4242... Generator Loss: 0.6913 Epoch 2/5... Discriminator Loss: 1.4425... Generator Loss: 0.6510 Epoch 2/5... Discriminator Loss: 1.4132... Generator Loss: 0.6606 Epoch 2/5... Discriminator Loss: 1.4455... Generator Loss: 0.6921 Epoch 2/5... Discriminator Loss: 1.4098... Generator Loss: 0.6468 Epoch 2/5... Discriminator Loss: 1.4118... Generator Loss: 0.6441
Epoch 2/5... Discriminator Loss: 1.4424... Generator Loss: 0.6505 Epoch 2/5... Discriminator Loss: 1.4533... Generator Loss: 0.6839 Epoch 2/5... Discriminator Loss: 1.4073... Generator Loss: 0.6831 Epoch 2/5... Discriminator Loss: 1.4070... Generator Loss: 0.6519 Epoch 2/5... Discriminator Loss: 1.4232... Generator Loss: 0.6484 Epoch 2/5... Discriminator Loss: 1.4269... Generator Loss: 0.7030 Epoch 2/5... Discriminator Loss: 1.4347... Generator Loss: 0.6472 Epoch 2/5... Discriminator Loss: 1.4296... Generator Loss: 0.6629 Epoch 2/5... Discriminator Loss: 1.4157... Generator Loss: 0.6485 Epoch 2/5... Discriminator Loss: 1.4620... Generator Loss: 0.6608
Epoch 2/5... Discriminator Loss: 1.4390... Generator Loss: 0.6639 Epoch 2/5... Discriminator Loss: 1.4197... Generator Loss: 0.6849 Epoch 2/5... Discriminator Loss: 1.4252... Generator Loss: 0.6764 Epoch 2/5... Discriminator Loss: 1.4756... Generator Loss: 0.6075 Epoch 2/5... Discriminator Loss: 1.4126... Generator Loss: 0.6593 Epoch 2/5... Discriminator Loss: 1.4182... Generator Loss: 0.6791 Epoch 2/5... Discriminator Loss: 1.4260... Generator Loss: 0.6537 Epoch 2/5... Discriminator Loss: 1.4328... Generator Loss: 0.6398 Epoch 2/5... Discriminator Loss: 1.4150... Generator Loss: 0.6568 Epoch 2/5... Discriminator Loss: 1.4170... Generator Loss: 0.6864
Epoch 2/5... Discriminator Loss: 1.4440... Generator Loss: 0.6246 Epoch 2/5... Discriminator Loss: 1.4272... Generator Loss: 0.6727 Epoch 2/5... Discriminator Loss: 1.4479... Generator Loss: 0.6592 Epoch 2/5... Discriminator Loss: 1.4343... Generator Loss: 0.6690 Epoch 2/5... Discriminator Loss: 1.4565... Generator Loss: 0.6384 Epoch 2/5... Discriminator Loss: 1.4107... Generator Loss: 0.6446 Epoch 2/5... Discriminator Loss: 1.4592... Generator Loss: 0.6831 Epoch 2/5... Discriminator Loss: 1.4547... Generator Loss: 0.6526 Epoch 2/5... Discriminator Loss: 1.4093... Generator Loss: 0.6478 Epoch 2/5... Discriminator Loss: 1.4377... Generator Loss: 0.6934
Epoch 2/5... Discriminator Loss: 1.4352... Generator Loss: 0.6285 Epoch 2/5... Discriminator Loss: 1.4076... Generator Loss: 0.6734 Epoch 2/5... Discriminator Loss: 1.4257... Generator Loss: 0.6627 Epoch 2/5... Discriminator Loss: 1.4426... Generator Loss: 0.6316 Epoch 2/5... Discriminator Loss: 1.4397... Generator Loss: 0.6583 Epoch 2/5... Discriminator Loss: 1.4167... Generator Loss: 0.6459 Epoch 2/5... Discriminator Loss: 1.4524... Generator Loss: 0.6509 Epoch 2/5... Discriminator Loss: 1.4432... Generator Loss: 0.6782 Epoch 2/5... Discriminator Loss: 1.4344... Generator Loss: 0.6656 Epoch 2/5... Discriminator Loss: 1.4232... Generator Loss: 0.6498
Epoch 2/5... Discriminator Loss: 1.4342... Generator Loss: 0.6865 Epoch 2/5... Discriminator Loss: 1.4350... Generator Loss: 0.6344 Epoch 2/5... Discriminator Loss: 1.4183... Generator Loss: 0.6873 Epoch 2/5... Discriminator Loss: 1.4033... Generator Loss: 0.6691 Epoch 2/5... Discriminator Loss: 1.4222... Generator Loss: 0.6517 Epoch 2/5... Discriminator Loss: 1.4469... Generator Loss: 0.6666 Epoch 2/5... Discriminator Loss: 1.4389... Generator Loss: 0.6539 Epoch 2/5... Discriminator Loss: 1.4339... Generator Loss: 0.6365 Epoch 2/5... Discriminator Loss: 1.4036... Generator Loss: 0.6782 Epoch 2/5... Discriminator Loss: 1.4151... Generator Loss: 0.6607
Epoch 2/5... Discriminator Loss: 1.4268... Generator Loss: 0.6604 Epoch 2/5... Discriminator Loss: 1.4185... Generator Loss: 0.6555 Epoch 2/5... Discriminator Loss: 1.4510... Generator Loss: 0.6579 Epoch 2/5... Discriminator Loss: 1.4279... Generator Loss: 0.6764 Epoch 2/5... Discriminator Loss: 1.4032... Generator Loss: 0.6661 Epoch 2/5... Discriminator Loss: 1.4470... Generator Loss: 0.6695 Epoch 2/5... Discriminator Loss: 1.4360... Generator Loss: 0.6634 Epoch 2/5... Discriminator Loss: 1.4172... Generator Loss: 0.6531 Epoch 2/5... Discriminator Loss: 1.4083... Generator Loss: 0.6708 Epoch 2/5... Discriminator Loss: 1.4440... Generator Loss: 0.6586
Epoch 2/5... Discriminator Loss: 1.4237... Generator Loss: 0.6626 Epoch 2/5... Discriminator Loss: 1.3889... Generator Loss: 0.6613 Epoch 2/5... Discriminator Loss: 1.4355... Generator Loss: 0.6583 Epoch 2/5... Discriminator Loss: 1.4225... Generator Loss: 0.7077 Epoch 2/5... Discriminator Loss: 1.4264... Generator Loss: 0.6618 Epoch 2/5... Discriminator Loss: 1.4301... Generator Loss: 0.6555 Epoch 2/5... Discriminator Loss: 1.4252... Generator Loss: 0.6306 Epoch 2/5... Discriminator Loss: 1.4226... Generator Loss: 0.6699 Epoch 2/5... Discriminator Loss: 1.4063... Generator Loss: 0.6702 Epoch 2/5... Discriminator Loss: 1.4370... Generator Loss: 0.6363
Epoch 2/5... Discriminator Loss: 1.4416... Generator Loss: 0.7055 Epoch 2/5... Discriminator Loss: 1.4124... Generator Loss: 0.6345 Epoch 2/5... Discriminator Loss: 1.4549... Generator Loss: 0.6395 Epoch 2/5... Discriminator Loss: 1.4048... Generator Loss: 0.6854 Epoch 2/5... Discriminator Loss: 1.4030... Generator Loss: 0.6570 Epoch 2/5... Discriminator Loss: 1.4216... Generator Loss: 0.6557 Epoch 2/5... Discriminator Loss: 1.4197... Generator Loss: 0.6759 Epoch 2/5... Discriminator Loss: 1.4086... Generator Loss: 0.6742 Epoch 2/5... Discriminator Loss: 1.4114... Generator Loss: 0.6666 Epoch 2/5... Discriminator Loss: 1.4035... Generator Loss: 0.6716
Epoch 2/5... Discriminator Loss: 1.4050... Generator Loss: 0.6891 Epoch 2/5... Discriminator Loss: 1.4301... Generator Loss: 0.6698 Epoch 2/5... Discriminator Loss: 1.4242... Generator Loss: 0.6590 Epoch 2/5... Discriminator Loss: 1.4141... Generator Loss: 0.6645 Epoch 2/5... Discriminator Loss: 1.4257... Generator Loss: 0.6584 Epoch 2/5... Discriminator Loss: 1.4189... Generator Loss: 0.6783 Epoch 2/5... Discriminator Loss: 1.4103... Generator Loss: 0.6620 Epoch 2/5... Discriminator Loss: 1.3968... Generator Loss: 0.6662 Epoch 2/5... Discriminator Loss: 1.4297... Generator Loss: 0.6830 Epoch 2/5... Discriminator Loss: 1.4189... Generator Loss: 0.6641
Epoch 2/5... Discriminator Loss: 1.4073... Generator Loss: 0.6454 Epoch 2/5... Discriminator Loss: 1.4280... Generator Loss: 0.6736 Epoch 2/5... Discriminator Loss: 1.4260... Generator Loss: 0.6648 Epoch 2/5... Discriminator Loss: 1.4141... Generator Loss: 0.6651 Epoch 2/5... Discriminator Loss: 1.4026... Generator Loss: 0.7031 Epoch 2/5... Discriminator Loss: 1.4145... Generator Loss: 0.6519 Epoch 2/5... Discriminator Loss: 1.4267... Generator Loss: 0.6603 Epoch 2/5... Discriminator Loss: 1.4033... Generator Loss: 0.6711 Epoch 2/5... Discriminator Loss: 1.4148... Generator Loss: 0.6598 Epoch 2/5... Discriminator Loss: 1.4501... Generator Loss: 0.6835
Epoch 2/5... Discriminator Loss: 1.4107... Generator Loss: 0.6808 Epoch 2/5... Discriminator Loss: 1.4254... Generator Loss: 0.6607 Epoch 2/5... Discriminator Loss: 1.4464... Generator Loss: 0.6442 Epoch 2/5... Discriminator Loss: 1.4380... Generator Loss: 0.6095 Epoch 2/5... Discriminator Loss: 1.4174... Generator Loss: 0.6582 Epoch 2/5... Discriminator Loss: 1.4267... Generator Loss: 0.6850 Epoch 2/5... Discriminator Loss: 1.4449... Generator Loss: 0.6901 Epoch 2/5... Discriminator Loss: 1.4100... Generator Loss: 0.6763 Epoch 2/5... Discriminator Loss: 1.4083... Generator Loss: 0.6459 Epoch 2/5... Discriminator Loss: 1.4191... Generator Loss: 0.6905
Epoch 2/5... Discriminator Loss: 1.4066... Generator Loss: 0.6708 Epoch 2/5... Discriminator Loss: 1.4160... Generator Loss: 0.6537 Epoch 2/5... Discriminator Loss: 1.4310... Generator Loss: 0.7101 Epoch 2/5... Discriminator Loss: 1.4077... Generator Loss: 0.6740 Epoch 2/5... Discriminator Loss: 1.3776... Generator Loss: 0.6888 Epoch 2/5... Discriminator Loss: 1.4041... Generator Loss: 0.6709 Epoch 2/5... Discriminator Loss: 1.4234... Generator Loss: 0.6794 Epoch 2/5... Discriminator Loss: 1.4106... Generator Loss: 0.6636 Epoch 2/5... Discriminator Loss: 1.4207... Generator Loss: 0.6552 Epoch 2/5... Discriminator Loss: 1.4396... Generator Loss: 0.6720
Epoch 2/5... Discriminator Loss: 1.4099... Generator Loss: 0.6700 Epoch 2/5... Discriminator Loss: 1.4111... Generator Loss: 0.6770 Epoch 2/5... Discriminator Loss: 1.4396... Generator Loss: 0.6756 Epoch 2/5... Discriminator Loss: 1.4024... Generator Loss: 0.6592 Epoch 2/5... Discriminator Loss: 1.4091... Generator Loss: 0.6667 Epoch 2/5... Discriminator Loss: 1.4013... Generator Loss: 0.6691 Epoch 2/5... Discriminator Loss: 1.4385... Generator Loss: 0.6652 Epoch 2/5... Discriminator Loss: 1.4244... Generator Loss: 0.6829 Epoch 2/5... Discriminator Loss: 1.3994... Generator Loss: 0.6823 Epoch 2/5... Discriminator Loss: 1.4322... Generator Loss: 0.6602
Epoch 2/5... Discriminator Loss: 1.4018... Generator Loss: 0.6690 Epoch 2/5... Discriminator Loss: 1.4180... Generator Loss: 0.6841 Epoch 2/5... Discriminator Loss: 1.4163... Generator Loss: 0.6703 Epoch 2/5... Discriminator Loss: 1.4472... Generator Loss: 0.6233 Epoch 2/5... Discriminator Loss: 1.4064... Generator Loss: 0.6874 Epoch 2/5... Discriminator Loss: 1.4052... Generator Loss: 0.6978 Epoch 2/5... Discriminator Loss: 1.4304... Generator Loss: 0.6869 Epoch 2/5... Discriminator Loss: 1.4121... Generator Loss: 0.6612 Epoch 2/5... Discriminator Loss: 1.4001... Generator Loss: 0.6526 Epoch 2/5... Discriminator Loss: 1.4497... Generator Loss: 0.6460
Epoch 2/5... Discriminator Loss: 1.4593... Generator Loss: 0.6720 Epoch 2/5... Discriminator Loss: 1.3992... Generator Loss: 0.6435 Epoch 2/5... Discriminator Loss: 1.4254... Generator Loss: 0.6544 Epoch 2/5... Discriminator Loss: 1.4538... Generator Loss: 0.6776 Epoch 2/5... Discriminator Loss: 1.4071... Generator Loss: 0.6563 Epoch 2/5... Discriminator Loss: 1.4254... Generator Loss: 0.6294 Epoch 2/5... Discriminator Loss: 1.4262... Generator Loss: 0.6602 Epoch 2/5... Discriminator Loss: 1.4399... Generator Loss: 0.6716 Epoch 2/5... Discriminator Loss: 1.4294... Generator Loss: 0.7023 Epoch 2/5... Discriminator Loss: 1.3980... Generator Loss: 0.6507
Epoch 2/5... Discriminator Loss: 1.4594... Generator Loss: 0.6150 Epoch 2/5... Discriminator Loss: 1.4146... Generator Loss: 0.6803 Epoch 2/5... Discriminator Loss: 1.4230... Generator Loss: 0.6964 Epoch 2/5... Discriminator Loss: 1.4242... Generator Loss: 0.6641 Epoch 2/5... Discriminator Loss: 1.4078... Generator Loss: 0.6406 Epoch 2/5... Discriminator Loss: 1.4248... Generator Loss: 0.6776 Epoch 2/5... Discriminator Loss: 1.4361... Generator Loss: 0.6816 Epoch 2/5... Discriminator Loss: 1.4142... Generator Loss: 0.6980 Epoch 2/5... Discriminator Loss: 1.4214... Generator Loss: 0.6813 Epoch 2/5... Discriminator Loss: 1.4222... Generator Loss: 0.6665
Epoch 2/5... Discriminator Loss: 1.4205... Generator Loss: 0.6561 Epoch 2/5... Discriminator Loss: 1.4484... Generator Loss: 0.6798 Epoch 2/5... Discriminator Loss: 1.4103... Generator Loss: 0.6827 Epoch 2/5... Discriminator Loss: 1.4045... Generator Loss: 0.6634 Epoch 2/5... Discriminator Loss: 1.3960... Generator Loss: 0.6548 Epoch 2/5... Discriminator Loss: 1.4130... Generator Loss: 0.6664 Epoch 2/5... Discriminator Loss: 1.4395... Generator Loss: 0.6386 Epoch 2/5... Discriminator Loss: 1.4060... Generator Loss: 0.6620 Epoch 2/5... Discriminator Loss: 1.4043... Generator Loss: 0.6812 Epoch 2/5... Discriminator Loss: 1.4336... Generator Loss: 0.6634
Epoch 2/5... Discriminator Loss: 1.3862... Generator Loss: 0.6539 Epoch 2/5... Discriminator Loss: 1.4272... Generator Loss: 0.6576 Epoch 2/5... Discriminator Loss: 1.4111... Generator Loss: 0.6843 Epoch 2/5... Discriminator Loss: 1.4142... Generator Loss: 0.6695 Epoch 2/5... Discriminator Loss: 1.4195... Generator Loss: 0.6768 Epoch 2/5... Discriminator Loss: 1.4289... Generator Loss: 0.6461 Epoch 2/5... Discriminator Loss: 1.4095... Generator Loss: 0.6701 Epoch 2/5... Discriminator Loss: 1.4047... Generator Loss: 0.6631 Epoch 2/5... Discriminator Loss: 1.4350... Generator Loss: 0.6791 Epoch 2/5... Discriminator Loss: 1.4141... Generator Loss: 0.6835
Epoch 2/5... Discriminator Loss: 1.3943... Generator Loss: 0.6884 Epoch 2/5... Discriminator Loss: 1.4070... Generator Loss: 0.6625 Epoch 2/5... Discriminator Loss: 1.4124... Generator Loss: 0.6626 Epoch 2/5... Discriminator Loss: 1.4238... Generator Loss: 0.6812 Epoch 2/5... Discriminator Loss: 1.4051... Generator Loss: 0.6590 Epoch 2/5... Discriminator Loss: 1.4261... Generator Loss: 0.6729 Epoch 2/5... Discriminator Loss: 1.4163... Generator Loss: 0.6562 Epoch 2/5... Discriminator Loss: 1.4186... Generator Loss: 0.6860 Epoch 2/5... Discriminator Loss: 1.4049... Generator Loss: 0.6517 Epoch 2/5... Discriminator Loss: 1.4199... Generator Loss: 0.6841
Epoch 2/5... Discriminator Loss: 1.4103... Generator Loss: 0.6561 Epoch 2/5... Discriminator Loss: 1.3984... Generator Loss: 0.6897 Epoch 2/5... Discriminator Loss: 1.4342... Generator Loss: 0.6732 Epoch 2/5... Discriminator Loss: 1.3968... Generator Loss: 0.6512 Epoch 2/5... Discriminator Loss: 1.4231... Generator Loss: 0.6851 Epoch 2/5... Discriminator Loss: 1.4106... Generator Loss: 0.6754 Epoch 2/5... Discriminator Loss: 1.4188... Generator Loss: 0.6504 Epoch 2/5... Discriminator Loss: 1.4378... Generator Loss: 0.6627 Epoch 2/5... Discriminator Loss: 1.4178... Generator Loss: 0.6777 Epoch 2/5... Discriminator Loss: 1.4001... Generator Loss: 0.6838
Epoch 2/5... Discriminator Loss: 1.4644... Generator Loss: 0.6395 Epoch 3/5... Discriminator Loss: 1.3960... Generator Loss: 0.6797 Epoch 3/5... Discriminator Loss: 1.4181... Generator Loss: 0.6922 Epoch 3/5... Discriminator Loss: 1.4176... Generator Loss: 0.6478 Epoch 3/5... Discriminator Loss: 1.4265... Generator Loss: 0.6503 Epoch 3/5... Discriminator Loss: 1.3912... Generator Loss: 0.7085 Epoch 3/5... Discriminator Loss: 1.4374... Generator Loss: 0.6603 Epoch 3/5... Discriminator Loss: 1.4261... Generator Loss: 0.6468 Epoch 3/5... Discriminator Loss: 1.4230... Generator Loss: 0.6521 Epoch 3/5... Discriminator Loss: 1.4542... Generator Loss: 0.6476
Epoch 3/5... Discriminator Loss: 1.4109... Generator Loss: 0.6811 Epoch 3/5... Discriminator Loss: 1.3960... Generator Loss: 0.6826 Epoch 3/5... Discriminator Loss: 1.4264... Generator Loss: 0.6654 Epoch 3/5... Discriminator Loss: 1.4163... Generator Loss: 0.6830 Epoch 3/5... Discriminator Loss: 1.4328... Generator Loss: 0.6697 Epoch 3/5... Discriminator Loss: 1.4066... Generator Loss: 0.6782 Epoch 3/5... Discriminator Loss: 1.4192... Generator Loss: 0.6547 Epoch 3/5... Discriminator Loss: 1.4118... Generator Loss: 0.6820 Epoch 3/5... Discriminator Loss: 1.4303... Generator Loss: 0.6804 Epoch 3/5... Discriminator Loss: 1.4013... Generator Loss: 0.6605
Epoch 3/5... Discriminator Loss: 1.4034... Generator Loss: 0.6713 Epoch 3/5... Discriminator Loss: 1.4212... Generator Loss: 0.6609 Epoch 3/5... Discriminator Loss: 1.4378... Generator Loss: 0.6659 Epoch 3/5... Discriminator Loss: 1.3837... Generator Loss: 0.6780 Epoch 3/5... Discriminator Loss: 1.4451... Generator Loss: 0.6765 Epoch 3/5... Discriminator Loss: 1.4061... Generator Loss: 0.6709 Epoch 3/5... Discriminator Loss: 1.4224... Generator Loss: 0.6685 Epoch 3/5... Discriminator Loss: 1.4086... Generator Loss: 0.6688 Epoch 3/5... Discriminator Loss: 1.4172... Generator Loss: 0.6817 Epoch 3/5... Discriminator Loss: 1.4109... Generator Loss: 0.6911
Epoch 3/5... Discriminator Loss: 1.4612... Generator Loss: 0.6247 Epoch 3/5... Discriminator Loss: 1.4206... Generator Loss: 0.6733 Epoch 3/5... Discriminator Loss: 1.4206... Generator Loss: 0.6969 Epoch 3/5... Discriminator Loss: 1.4072... Generator Loss: 0.6454 Epoch 3/5... Discriminator Loss: 1.4314... Generator Loss: 0.6608 Epoch 3/5... Discriminator Loss: 1.4113... Generator Loss: 0.7050 Epoch 3/5... Discriminator Loss: 1.4092... Generator Loss: 0.6687 Epoch 3/5... Discriminator Loss: 1.4064... Generator Loss: 0.6661 Epoch 3/5... Discriminator Loss: 1.4324... Generator Loss: 0.6531 Epoch 3/5... Discriminator Loss: 1.3936... Generator Loss: 0.6803
Epoch 3/5... Discriminator Loss: 1.4046... Generator Loss: 0.6970 Epoch 3/5... Discriminator Loss: 1.4161... Generator Loss: 0.6659 Epoch 3/5... Discriminator Loss: 1.3957... Generator Loss: 0.6752 Epoch 3/5... Discriminator Loss: 1.4198... Generator Loss: 0.6653 Epoch 3/5... Discriminator Loss: 1.4221... Generator Loss: 0.6696 Epoch 3/5... Discriminator Loss: 1.4171... Generator Loss: 0.6517 Epoch 3/5... Discriminator Loss: 1.4037... Generator Loss: 0.6904 Epoch 3/5... Discriminator Loss: 1.4174... Generator Loss: 0.6476 Epoch 3/5... Discriminator Loss: 1.4257... Generator Loss: 0.6899 Epoch 3/5... Discriminator Loss: 1.4042... Generator Loss: 0.6577
Epoch 3/5... Discriminator Loss: 1.4025... Generator Loss: 0.6701 Epoch 3/5... Discriminator Loss: 1.3916... Generator Loss: 0.6881 Epoch 3/5... Discriminator Loss: 1.4126... Generator Loss: 0.6840 Epoch 3/5... Discriminator Loss: 1.4412... Generator Loss: 0.6326 Epoch 3/5... Discriminator Loss: 1.4341... Generator Loss: 0.6877 Epoch 3/5... Discriminator Loss: 1.4101... Generator Loss: 0.6797 Epoch 3/5... Discriminator Loss: 1.3928... Generator Loss: 0.6949 Epoch 3/5... Discriminator Loss: 1.4253... Generator Loss: 0.6751 Epoch 3/5... Discriminator Loss: 1.4077... Generator Loss: 0.6734 Epoch 3/5... Discriminator Loss: 1.4464... Generator Loss: 0.6532
Epoch 3/5... Discriminator Loss: 1.3926... Generator Loss: 0.6735 Epoch 3/5... Discriminator Loss: 1.4277... Generator Loss: 0.6880 Epoch 3/5... Discriminator Loss: 1.3976... Generator Loss: 0.6723 Epoch 3/5... Discriminator Loss: 1.4087... Generator Loss: 0.6756 Epoch 3/5... Discriminator Loss: 1.4102... Generator Loss: 0.6765 Epoch 3/5... Discriminator Loss: 1.4032... Generator Loss: 0.6830 Epoch 3/5... Discriminator Loss: 1.4380... Generator Loss: 0.6486 Epoch 3/5... Discriminator Loss: 1.4542... Generator Loss: 0.6442 Epoch 3/5... Discriminator Loss: 1.3965... Generator Loss: 0.6819 Epoch 3/5... Discriminator Loss: 1.4082... Generator Loss: 0.6883
Epoch 3/5... Discriminator Loss: 1.4218... Generator Loss: 0.6536 Epoch 3/5... Discriminator Loss: 1.4257... Generator Loss: 0.6483 Epoch 3/5... Discriminator Loss: 1.4255... Generator Loss: 0.6967 Epoch 3/5... Discriminator Loss: 1.4115... Generator Loss: 0.6717 Epoch 3/5... Discriminator Loss: 1.4109... Generator Loss: 0.6725 Epoch 3/5... Discriminator Loss: 1.4216... Generator Loss: 0.6506 Epoch 3/5... Discriminator Loss: 1.4291... Generator Loss: 0.6602 Epoch 3/5... Discriminator Loss: 1.3945... Generator Loss: 0.6907 Epoch 3/5... Discriminator Loss: 1.4019... Generator Loss: 0.6607 Epoch 3/5... Discriminator Loss: 1.4180... Generator Loss: 0.6430
Epoch 3/5... Discriminator Loss: 1.4150... Generator Loss: 0.6825 Epoch 3/5... Discriminator Loss: 1.4090... Generator Loss: 0.7011 Epoch 3/5... Discriminator Loss: 1.4143... Generator Loss: 0.6588 Epoch 3/5... Discriminator Loss: 1.4280... Generator Loss: 0.6665 Epoch 3/5... Discriminator Loss: 1.3900... Generator Loss: 0.7031 Epoch 3/5... Discriminator Loss: 1.4168... Generator Loss: 0.6400 Epoch 3/5... Discriminator Loss: 1.4185... Generator Loss: 0.6504 Epoch 3/5... Discriminator Loss: 1.4276... Generator Loss: 0.6813 Epoch 3/5... Discriminator Loss: 1.4086... Generator Loss: 0.6812 Epoch 3/5... Discriminator Loss: 1.4128... Generator Loss: 0.6935
Epoch 3/5... Discriminator Loss: 1.4138... Generator Loss: 0.6815 Epoch 3/5... Discriminator Loss: 1.3918... Generator Loss: 0.6477 Epoch 3/5... Discriminator Loss: 1.3938... Generator Loss: 0.6952 Epoch 3/5... Discriminator Loss: 1.4063... Generator Loss: 0.6646 Epoch 3/5... Discriminator Loss: 1.4244... Generator Loss: 0.6596 Epoch 3/5... Discriminator Loss: 1.4003... Generator Loss: 0.7051 Epoch 3/5... Discriminator Loss: 1.4211... Generator Loss: 0.6542 Epoch 3/5... Discriminator Loss: 1.4012... Generator Loss: 0.6826 Epoch 3/5... Discriminator Loss: 1.4034... Generator Loss: 0.6725 Epoch 3/5... Discriminator Loss: 1.3920... Generator Loss: 0.6659
Epoch 3/5... Discriminator Loss: 1.4113... Generator Loss: 0.6898 Epoch 3/5... Discriminator Loss: 1.4123... Generator Loss: 0.6633 Epoch 3/5... Discriminator Loss: 1.3940... Generator Loss: 0.6792 Epoch 3/5... Discriminator Loss: 1.4180... Generator Loss: 0.6652 Epoch 3/5... Discriminator Loss: 1.4190... Generator Loss: 0.6858 Epoch 3/5... Discriminator Loss: 1.4170... Generator Loss: 0.6718 Epoch 3/5... Discriminator Loss: 1.3970... Generator Loss: 0.6833 Epoch 3/5... Discriminator Loss: 1.4116... Generator Loss: 0.6793 Epoch 3/5... Discriminator Loss: 1.4180... Generator Loss: 0.6577 Epoch 3/5... Discriminator Loss: 1.4143... Generator Loss: 0.6667
Epoch 3/5... Discriminator Loss: 1.4052... Generator Loss: 0.7091 Epoch 3/5... Discriminator Loss: 1.4087... Generator Loss: 0.6620 Epoch 3/5... Discriminator Loss: 1.4327... Generator Loss: 0.6605 Epoch 3/5... Discriminator Loss: 1.4005... Generator Loss: 0.6865 Epoch 3/5... Discriminator Loss: 1.4050... Generator Loss: 0.6601 Epoch 3/5... Discriminator Loss: 1.4193... Generator Loss: 0.6729 Epoch 3/5... Discriminator Loss: 1.4158... Generator Loss: 0.7053 Epoch 3/5... Discriminator Loss: 1.4154... Generator Loss: 0.6466 Epoch 3/5... Discriminator Loss: 1.4172... Generator Loss: 0.6657 Epoch 3/5... Discriminator Loss: 1.4184... Generator Loss: 0.6712
Epoch 3/5... Discriminator Loss: 1.4027... Generator Loss: 0.6818 Epoch 3/5... Discriminator Loss: 1.4135... Generator Loss: 0.6644 Epoch 3/5... Discriminator Loss: 1.4095... Generator Loss: 0.6693 Epoch 3/5... Discriminator Loss: 1.4222... Generator Loss: 0.6748 Epoch 3/5... Discriminator Loss: 1.4077... Generator Loss: 0.6800 Epoch 3/5... Discriminator Loss: 1.4060... Generator Loss: 0.6798 Epoch 3/5... Discriminator Loss: 1.4166... Generator Loss: 0.6659 Epoch 3/5... Discriminator Loss: 1.4126... Generator Loss: 0.6714 Epoch 3/5... Discriminator Loss: 1.4204... Generator Loss: 0.6541 Epoch 3/5... Discriminator Loss: 1.4209... Generator Loss: 0.6643
Epoch 3/5... Discriminator Loss: 1.3865... Generator Loss: 0.6641 Epoch 3/5... Discriminator Loss: 1.4055... Generator Loss: 0.6842 Epoch 3/5... Discriminator Loss: 1.4119... Generator Loss: 0.6825 Epoch 3/5... Discriminator Loss: 1.4354... Generator Loss: 0.6643 Epoch 3/5... Discriminator Loss: 1.4078... Generator Loss: 0.6758 Epoch 3/5... Discriminator Loss: 1.4230... Generator Loss: 0.6656 Epoch 3/5... Discriminator Loss: 1.4153... Generator Loss: 0.6848 Epoch 3/5... Discriminator Loss: 1.4095... Generator Loss: 0.6632 Epoch 3/5... Discriminator Loss: 1.4201... Generator Loss: 0.6818 Epoch 3/5... Discriminator Loss: 1.4009... Generator Loss: 0.6596
Epoch 3/5... Discriminator Loss: 1.4161... Generator Loss: 0.6726 Epoch 3/5... Discriminator Loss: 1.4092... Generator Loss: 0.6794 Epoch 3/5... Discriminator Loss: 1.4165... Generator Loss: 0.6847 Epoch 3/5... Discriminator Loss: 1.3917... Generator Loss: 0.7013 Epoch 3/5... Discriminator Loss: 1.4306... Generator Loss: 0.6724 Epoch 3/5... Discriminator Loss: 1.4006... Generator Loss: 0.6961 Epoch 3/5... Discriminator Loss: 1.4318... Generator Loss: 0.6566 Epoch 3/5... Discriminator Loss: 1.4468... Generator Loss: 0.6404 Epoch 3/5... Discriminator Loss: 1.3928... Generator Loss: 0.6858 Epoch 3/5... Discriminator Loss: 1.4333... Generator Loss: 0.6411
Epoch 3/5... Discriminator Loss: 1.4527... Generator Loss: 0.6465 Epoch 3/5... Discriminator Loss: 1.3942... Generator Loss: 0.6936 Epoch 3/5... Discriminator Loss: 1.4388... Generator Loss: 0.6644 Epoch 3/5... Discriminator Loss: 1.4191... Generator Loss: 0.6612 Epoch 3/5... Discriminator Loss: 1.3991... Generator Loss: 0.6791 Epoch 3/5... Discriminator Loss: 1.4362... Generator Loss: 0.6585 Epoch 3/5... Discriminator Loss: 1.4035... Generator Loss: 0.6700 Epoch 3/5... Discriminator Loss: 1.4113... Generator Loss: 0.6770 Epoch 3/5... Discriminator Loss: 1.4157... Generator Loss: 0.6937 Epoch 3/5... Discriminator Loss: 1.4092... Generator Loss: 0.6665
Epoch 3/5... Discriminator Loss: 1.4275... Generator Loss: 0.6562 Epoch 3/5... Discriminator Loss: 1.4257... Generator Loss: 0.6770 Epoch 3/5... Discriminator Loss: 1.3913... Generator Loss: 0.6918 Epoch 3/5... Discriminator Loss: 1.4000... Generator Loss: 0.6734 Epoch 3/5... Discriminator Loss: 1.4089... Generator Loss: 0.6548 Epoch 3/5... Discriminator Loss: 1.4331... Generator Loss: 0.6647 Epoch 3/5... Discriminator Loss: 1.4212... Generator Loss: 0.6801 Epoch 3/5... Discriminator Loss: 1.4230... Generator Loss: 0.6802 Epoch 3/5... Discriminator Loss: 1.3962... Generator Loss: 0.6766 Epoch 3/5... Discriminator Loss: 1.4368... Generator Loss: 0.6543
Epoch 3/5... Discriminator Loss: 1.4122... Generator Loss: 0.6699 Epoch 3/5... Discriminator Loss: 1.4066... Generator Loss: 0.6691 Epoch 3/5... Discriminator Loss: 1.4280... Generator Loss: 0.6718 Epoch 3/5... Discriminator Loss: 1.4225... Generator Loss: 0.6594 Epoch 3/5... Discriminator Loss: 1.4389... Generator Loss: 0.6611 Epoch 3/5... Discriminator Loss: 1.4018... Generator Loss: 0.6745 Epoch 3/5... Discriminator Loss: 1.4235... Generator Loss: 0.6641 Epoch 3/5... Discriminator Loss: 1.4050... Generator Loss: 0.6726 Epoch 3/5... Discriminator Loss: 1.4357... Generator Loss: 0.6544 Epoch 3/5... Discriminator Loss: 1.4008... Generator Loss: 0.6537
Epoch 3/5... Discriminator Loss: 1.4053... Generator Loss: 0.6467 Epoch 3/5... Discriminator Loss: 1.4337... Generator Loss: 0.6812 Epoch 3/5... Discriminator Loss: 1.4239... Generator Loss: 0.6694 Epoch 3/5... Discriminator Loss: 1.4029... Generator Loss: 0.6756 Epoch 3/5... Discriminator Loss: 1.4126... Generator Loss: 0.6859 Epoch 3/5... Discriminator Loss: 1.4109... Generator Loss: 0.6769 Epoch 3/5... Discriminator Loss: 1.3965... Generator Loss: 0.6574 Epoch 3/5... Discriminator Loss: 1.4273... Generator Loss: 0.6503 Epoch 3/5... Discriminator Loss: 1.4320... Generator Loss: 0.6845 Epoch 3/5... Discriminator Loss: 1.3934... Generator Loss: 0.6791
Epoch 3/5... Discriminator Loss: 1.4256... Generator Loss: 0.6687 Epoch 3/5... Discriminator Loss: 1.3965... Generator Loss: 0.6561 Epoch 3/5... Discriminator Loss: 1.4250... Generator Loss: 0.6837 Epoch 3/5... Discriminator Loss: 1.4026... Generator Loss: 0.6950 Epoch 3/5... Discriminator Loss: 1.4054... Generator Loss: 0.6706 Epoch 3/5... Discriminator Loss: 1.4213... Generator Loss: 0.6601 Epoch 3/5... Discriminator Loss: 1.3932... Generator Loss: 0.6689 Epoch 3/5... Discriminator Loss: 1.4098... Generator Loss: 0.6865 Epoch 3/5... Discriminator Loss: 1.4257... Generator Loss: 0.6812 Epoch 3/5... Discriminator Loss: 1.3972... Generator Loss: 0.6749
Epoch 3/5... Discriminator Loss: 1.3929... Generator Loss: 0.6845 Epoch 3/5... Discriminator Loss: 1.4103... Generator Loss: 0.6820 Epoch 3/5... Discriminator Loss: 1.4178... Generator Loss: 0.6655 Epoch 3/5... Discriminator Loss: 1.4036... Generator Loss: 0.6801 Epoch 3/5... Discriminator Loss: 1.4026... Generator Loss: 0.6729 Epoch 3/5... Discriminator Loss: 1.4158... Generator Loss: 0.6813 Epoch 3/5... Discriminator Loss: 1.4135... Generator Loss: 0.6704 Epoch 3/5... Discriminator Loss: 1.3966... Generator Loss: 0.6654 Epoch 3/5... Discriminator Loss: 1.4054... Generator Loss: 0.6816 Epoch 3/5... Discriminator Loss: 1.4242... Generator Loss: 0.6752
Epoch 3/5... Discriminator Loss: 1.3967... Generator Loss: 0.6838 Epoch 3/5... Discriminator Loss: 1.3865... Generator Loss: 0.6766 Epoch 3/5... Discriminator Loss: 1.4320... Generator Loss: 0.6763 Epoch 3/5... Discriminator Loss: 1.4062... Generator Loss: 0.6935 Epoch 3/5... Discriminator Loss: 1.4048... Generator Loss: 0.6656 Epoch 3/5... Discriminator Loss: 1.3965... Generator Loss: 0.6497 Epoch 3/5... Discriminator Loss: 1.4175... Generator Loss: 0.6718 Epoch 3/5... Discriminator Loss: 1.4241... Generator Loss: 0.6919 Epoch 3/5... Discriminator Loss: 1.4229... Generator Loss: 0.6398 Epoch 3/5... Discriminator Loss: 1.4171... Generator Loss: 0.6763
Epoch 3/5... Discriminator Loss: 1.4092... Generator Loss: 0.6681 Epoch 3/5... Discriminator Loss: 1.4133... Generator Loss: 0.6803 Epoch 3/5... Discriminator Loss: 1.4049... Generator Loss: 0.6736 Epoch 3/5... Discriminator Loss: 1.4222... Generator Loss: 0.6728 Epoch 3/5... Discriminator Loss: 1.3917... Generator Loss: 0.6809 Epoch 3/5... Discriminator Loss: 1.4251... Generator Loss: 0.6526 Epoch 3/5... Discriminator Loss: 1.3993... Generator Loss: 0.6640 Epoch 3/5... Discriminator Loss: 1.4142... Generator Loss: 0.6849 Epoch 3/5... Discriminator Loss: 1.3977... Generator Loss: 0.6758 Epoch 3/5... Discriminator Loss: 1.4110... Generator Loss: 0.6809
Epoch 3/5... Discriminator Loss: 1.4079... Generator Loss: 0.6825 Epoch 3/5... Discriminator Loss: 1.3979... Generator Loss: 0.6843 Epoch 3/5... Discriminator Loss: 1.4117... Generator Loss: 0.6811 Epoch 3/5... Discriminator Loss: 1.4043... Generator Loss: 0.6779 Epoch 3/5... Discriminator Loss: 1.4211... Generator Loss: 0.6697 Epoch 3/5... Discriminator Loss: 1.3967... Generator Loss: 0.6726 Epoch 3/5... Discriminator Loss: 1.4143... Generator Loss: 0.6721 Epoch 3/5... Discriminator Loss: 1.4025... Generator Loss: 0.6778 Epoch 3/5... Discriminator Loss: 1.4156... Generator Loss: 0.6789 Epoch 3/5... Discriminator Loss: 1.3981... Generator Loss: 0.6797
Epoch 3/5... Discriminator Loss: 1.4405... Generator Loss: 0.6681 Epoch 3/5... Discriminator Loss: 1.4056... Generator Loss: 0.6517 Epoch 3/5... Discriminator Loss: 1.3957... Generator Loss: 0.6774 Epoch 3/5... Discriminator Loss: 1.4298... Generator Loss: 0.6629 Epoch 3/5... Discriminator Loss: 1.4072... Generator Loss: 0.6826 Epoch 3/5... Discriminator Loss: 1.4166... Generator Loss: 0.6854 Epoch 3/5... Discriminator Loss: 1.3732... Generator Loss: 0.6892 Epoch 3/5... Discriminator Loss: 1.4513... Generator Loss: 0.6620 Epoch 3/5... Discriminator Loss: 1.4209... Generator Loss: 0.6811 Epoch 3/5... Discriminator Loss: 1.4061... Generator Loss: 0.6662
Epoch 3/5... Discriminator Loss: 1.4183... Generator Loss: 0.6726 Epoch 3/5... Discriminator Loss: 1.4465... Generator Loss: 0.6462 Epoch 3/5... Discriminator Loss: 1.4133... Generator Loss: 0.6741 Epoch 3/5... Discriminator Loss: 1.4433... Generator Loss: 0.6577 Epoch 3/5... Discriminator Loss: 1.3993... Generator Loss: 0.6882 Epoch 3/5... Discriminator Loss: 1.4060... Generator Loss: 0.6962 Epoch 3/5... Discriminator Loss: 1.4031... Generator Loss: 0.6800 Epoch 3/5... Discriminator Loss: 1.4004... Generator Loss: 0.6722 Epoch 3/5... Discriminator Loss: 1.3984... Generator Loss: 0.6801 Epoch 3/5... Discriminator Loss: 1.4107... Generator Loss: 0.6899
Epoch 3/5... Discriminator Loss: 1.3938... Generator Loss: 0.6742 Epoch 3/5... Discriminator Loss: 1.3946... Generator Loss: 0.6791 Epoch 3/5... Discriminator Loss: 1.4060... Generator Loss: 0.6787 Epoch 3/5... Discriminator Loss: 1.3992... Generator Loss: 0.6812 Epoch 3/5... Discriminator Loss: 1.4113... Generator Loss: 0.6722 Epoch 3/5... Discriminator Loss: 1.3956... Generator Loss: 0.6970 Epoch 3/5... Discriminator Loss: 1.4062... Generator Loss: 0.6720 Epoch 3/5... Discriminator Loss: 1.3942... Generator Loss: 0.6766 Epoch 3/5... Discriminator Loss: 1.4079... Generator Loss: 0.6814 Epoch 3/5... Discriminator Loss: 1.3979... Generator Loss: 0.6805
Epoch 3/5... Discriminator Loss: 1.4048... Generator Loss: 0.6841 Epoch 3/5... Discriminator Loss: 1.3970... Generator Loss: 0.6865 Epoch 3/5... Discriminator Loss: 1.4004... Generator Loss: 0.6717 Epoch 3/5... Discriminator Loss: 1.4000... Generator Loss: 0.6827 Epoch 3/5... Discriminator Loss: 1.3976... Generator Loss: 0.6842 Epoch 3/5... Discriminator Loss: 1.3890... Generator Loss: 0.6730 Epoch 3/5... Discriminator Loss: 1.4213... Generator Loss: 0.6929 Epoch 3/5... Discriminator Loss: 1.4065... Generator Loss: 0.6813 Epoch 3/5... Discriminator Loss: 1.3969... Generator Loss: 0.6749 Epoch 3/5... Discriminator Loss: 1.4035... Generator Loss: 0.6790
Epoch 3/5... Discriminator Loss: 1.4045... Generator Loss: 0.6835 Epoch 3/5... Discriminator Loss: 1.4178... Generator Loss: 0.6727 Epoch 3/5... Discriminator Loss: 1.4290... Generator Loss: 0.6778 Epoch 3/5... Discriminator Loss: 1.3812... Generator Loss: 0.6743 Epoch 3/5... Discriminator Loss: 1.4166... Generator Loss: 0.6806 Epoch 3/5... Discriminator Loss: 1.3977... Generator Loss: 0.6730 Epoch 3/5... Discriminator Loss: 1.4021... Generator Loss: 0.6685 Epoch 3/5... Discriminator Loss: 1.4097... Generator Loss: 0.6786 Epoch 3/5... Discriminator Loss: 1.4256... Generator Loss: 0.6572 Epoch 3/5... Discriminator Loss: 1.4167... Generator Loss: 0.6841
Epoch 3/5... Discriminator Loss: 1.3932... Generator Loss: 0.6865 Epoch 3/5... Discriminator Loss: 1.4033... Generator Loss: 0.6769 Epoch 3/5... Discriminator Loss: 1.4187... Generator Loss: 0.6594 Epoch 3/5... Discriminator Loss: 1.4065... Generator Loss: 0.6749 Epoch 3/5... Discriminator Loss: 1.4115... Generator Loss: 0.6940 Epoch 3/5... Discriminator Loss: 1.4106... Generator Loss: 0.6898 Epoch 3/5... Discriminator Loss: 1.4064... Generator Loss: 0.6627 Epoch 3/5... Discriminator Loss: 1.4095... Generator Loss: 0.6459 Epoch 3/5... Discriminator Loss: 1.4423... Generator Loss: 0.6853 Epoch 3/5... Discriminator Loss: 1.3913... Generator Loss: 0.6751
Epoch 3/5... Discriminator Loss: 1.3944... Generator Loss: 0.6710 Epoch 3/5... Discriminator Loss: 1.4178... Generator Loss: 0.6841 Epoch 3/5... Discriminator Loss: 1.4049... Generator Loss: 0.6895 Epoch 3/5... Discriminator Loss: 1.3970... Generator Loss: 0.6879 Epoch 3/5... Discriminator Loss: 1.4030... Generator Loss: 0.6698 Epoch 3/5... Discriminator Loss: 1.4039... Generator Loss: 0.6587 Epoch 3/5... Discriminator Loss: 1.4189... Generator Loss: 0.6752 Epoch 3/5... Discriminator Loss: 1.3987... Generator Loss: 0.6879 Epoch 3/5... Discriminator Loss: 1.4126... Generator Loss: 0.6864 Epoch 3/5... Discriminator Loss: 1.3940... Generator Loss: 0.6902
Epoch 3/5... Discriminator Loss: 1.4134... Generator Loss: 0.6706 Epoch 3/5... Discriminator Loss: 1.4099... Generator Loss: 0.6603 Epoch 3/5... Discriminator Loss: 1.3962... Generator Loss: 0.6855 Epoch 3/5... Discriminator Loss: 1.4134... Generator Loss: 0.6697 Epoch 3/5... Discriminator Loss: 1.4015... Generator Loss: 0.6756 Epoch 3/5... Discriminator Loss: 1.3960... Generator Loss: 0.6931 Epoch 3/5... Discriminator Loss: 1.3963... Generator Loss: 0.6955 Epoch 3/5... Discriminator Loss: 1.4232... Generator Loss: 0.6608 Epoch 3/5... Discriminator Loss: 1.4014... Generator Loss: 0.6827 Epoch 3/5... Discriminator Loss: 1.4041... Generator Loss: 0.6676
Epoch 3/5... Discriminator Loss: 1.4104... Generator Loss: 0.6884 Epoch 3/5... Discriminator Loss: 1.4246... Generator Loss: 0.6602 Epoch 3/5... Discriminator Loss: 1.4103... Generator Loss: 0.6860 Epoch 3/5... Discriminator Loss: 1.4313... Generator Loss: 0.6611 Epoch 3/5... Discriminator Loss: 1.3985... Generator Loss: 0.6895 Epoch 3/5... Discriminator Loss: 1.4194... Generator Loss: 0.6571 Epoch 3/5... Discriminator Loss: 1.4307... Generator Loss: 0.6815 Epoch 3/5... Discriminator Loss: 1.3980... Generator Loss: 0.6742 Epoch 3/5... Discriminator Loss: 1.4042... Generator Loss: 0.6560 Epoch 3/5... Discriminator Loss: 1.4188... Generator Loss: 0.6842
Epoch 3/5... Discriminator Loss: 1.3898... Generator Loss: 0.6846 Epoch 3/5... Discriminator Loss: 1.4173... Generator Loss: 0.6576 Epoch 3/5... Discriminator Loss: 1.4101... Generator Loss: 0.6573 Epoch 3/5... Discriminator Loss: 1.3974... Generator Loss: 0.6970 Epoch 3/5... Discriminator Loss: 1.3914... Generator Loss: 0.6882 Epoch 3/5... Discriminator Loss: 1.4138... Generator Loss: 0.6655 Epoch 3/5... Discriminator Loss: 1.4009... Generator Loss: 0.6914 Epoch 3/5... Discriminator Loss: 1.4095... Generator Loss: 0.6756 Epoch 3/5... Discriminator Loss: 1.4066... Generator Loss: 0.7049 Epoch 3/5... Discriminator Loss: 1.3944... Generator Loss: 0.6776
Epoch 3/5... Discriminator Loss: 1.3990... Generator Loss: 0.6658 Epoch 3/5... Discriminator Loss: 1.4017... Generator Loss: 0.6762 Epoch 3/5... Discriminator Loss: 1.4198... Generator Loss: 0.6928 Epoch 3/5... Discriminator Loss: 1.4022... Generator Loss: 0.6825 Epoch 3/5... Discriminator Loss: 1.3961... Generator Loss: 0.6751 Epoch 3/5... Discriminator Loss: 1.4097... Generator Loss: 0.6742 Epoch 3/5... Discriminator Loss: 1.3935... Generator Loss: 0.6850 Epoch 3/5... Discriminator Loss: 1.3990... Generator Loss: 0.6914 Epoch 3/5... Discriminator Loss: 1.4062... Generator Loss: 0.6787 Epoch 3/5... Discriminator Loss: 1.4097... Generator Loss: 0.6629
Epoch 3/5... Discriminator Loss: 1.4172... Generator Loss: 0.6838 Epoch 3/5... Discriminator Loss: 1.3880... Generator Loss: 0.6907 Epoch 3/5... Discriminator Loss: 1.3947... Generator Loss: 0.6605 Epoch 3/5... Discriminator Loss: 1.4117... Generator Loss: 0.6740 Epoch 3/5... Discriminator Loss: 1.4080... Generator Loss: 0.6802 Epoch 3/5... Discriminator Loss: 1.4041... Generator Loss: 0.6748 Epoch 3/5... Discriminator Loss: 1.4029... Generator Loss: 0.6687 Epoch 3/5... Discriminator Loss: 1.4093... Generator Loss: 0.6753 Epoch 3/5... Discriminator Loss: 1.4052... Generator Loss: 0.6930 Epoch 3/5... Discriminator Loss: 1.3807... Generator Loss: 0.6826
Epoch 3/5... Discriminator Loss: 1.4070... Generator Loss: 0.6906 Epoch 3/5... Discriminator Loss: 1.3932... Generator Loss: 0.6814 Epoch 3/5... Discriminator Loss: 1.4223... Generator Loss: 0.6528 Epoch 3/5... Discriminator Loss: 1.4159... Generator Loss: 0.6706 Epoch 3/5... Discriminator Loss: 1.4043... Generator Loss: 0.6930 Epoch 3/5... Discriminator Loss: 1.4048... Generator Loss: 0.6794 Epoch 3/5... Discriminator Loss: 1.4066... Generator Loss: 0.6796 Epoch 3/5... Discriminator Loss: 1.3958... Generator Loss: 0.6866 Epoch 3/5... Discriminator Loss: 1.4022... Generator Loss: 0.6800 Epoch 3/5... Discriminator Loss: 1.3976... Generator Loss: 0.6864
Epoch 3/5... Discriminator Loss: 1.3929... Generator Loss: 0.6652 Epoch 3/5... Discriminator Loss: 1.4218... Generator Loss: 0.6882 Epoch 3/5... Discriminator Loss: 1.4025... Generator Loss: 0.6690 Epoch 3/5... Discriminator Loss: 1.3956... Generator Loss: 0.6782 Epoch 3/5... Discriminator Loss: 1.4022... Generator Loss: 0.6799 Epoch 3/5... Discriminator Loss: 1.4112... Generator Loss: 0.6897 Epoch 3/5... Discriminator Loss: 1.4018... Generator Loss: 0.6816 Epoch 3/5... Discriminator Loss: 1.3964... Generator Loss: 0.6585 Epoch 3/5... Discriminator Loss: 1.4112... Generator Loss: 0.6794 Epoch 3/5... Discriminator Loss: 1.4029... Generator Loss: 0.6829
Epoch 3/5... Discriminator Loss: 1.4093... Generator Loss: 0.6659 Epoch 3/5... Discriminator Loss: 1.4007... Generator Loss: 0.6854 Epoch 3/5... Discriminator Loss: 1.3969... Generator Loss: 0.6891 Epoch 3/5... Discriminator Loss: 1.4186... Generator Loss: 0.6630 Epoch 3/5... Discriminator Loss: 1.3980... Generator Loss: 0.6919 Epoch 3/5... Discriminator Loss: 1.3977... Generator Loss: 0.6626 Epoch 3/5... Discriminator Loss: 1.4264... Generator Loss: 0.6759 Epoch 3/5... Discriminator Loss: 1.3990... Generator Loss: 0.6869 Epoch 3/5... Discriminator Loss: 1.4189... Generator Loss: 0.6783 Epoch 3/5... Discriminator Loss: 1.3999... Generator Loss: 0.6762
Epoch 3/5... Discriminator Loss: 1.4030... Generator Loss: 0.7009 Epoch 3/5... Discriminator Loss: 1.4224... Generator Loss: 0.6596 Epoch 3/5... Discriminator Loss: 1.4036... Generator Loss: 0.6639 Epoch 3/5... Discriminator Loss: 1.4226... Generator Loss: 0.6654 Epoch 3/5... Discriminator Loss: 1.4243... Generator Loss: 0.6854 Epoch 3/5... Discriminator Loss: 1.4140... Generator Loss: 0.6590 Epoch 4/5... Discriminator Loss: 1.4048... Generator Loss: 0.6838 Epoch 4/5... Discriminator Loss: 1.4058... Generator Loss: 0.6820 Epoch 4/5... Discriminator Loss: 1.4134... Generator Loss: 0.6841 Epoch 4/5... Discriminator Loss: 1.4005... Generator Loss: 0.6716
Epoch 4/5... Discriminator Loss: 1.4059... Generator Loss: 0.6694 Epoch 4/5... Discriminator Loss: 1.4164... Generator Loss: 0.6747 Epoch 4/5... Discriminator Loss: 1.3962... Generator Loss: 0.6821 Epoch 4/5... Discriminator Loss: 1.4129... Generator Loss: 0.6667 Epoch 4/5... Discriminator Loss: 1.4384... Generator Loss: 0.6828 Epoch 4/5... Discriminator Loss: 1.4017... Generator Loss: 0.6940 Epoch 4/5... Discriminator Loss: 1.4057... Generator Loss: 0.6606 Epoch 4/5... Discriminator Loss: 1.3962... Generator Loss: 0.6578 Epoch 4/5... Discriminator Loss: 1.4182... Generator Loss: 0.6867 Epoch 4/5... Discriminator Loss: 1.3982... Generator Loss: 0.6921
Epoch 4/5... Discriminator Loss: 1.4020... Generator Loss: 0.6696 Epoch 4/5... Discriminator Loss: 1.4235... Generator Loss: 0.6696 Epoch 4/5... Discriminator Loss: 1.4114... Generator Loss: 0.6636 Epoch 4/5... Discriminator Loss: 1.3988... Generator Loss: 0.6932 Epoch 4/5... Discriminator Loss: 1.4086... Generator Loss: 0.6784 Epoch 4/5... Discriminator Loss: 1.4094... Generator Loss: 0.6811 Epoch 4/5... Discriminator Loss: 1.4172... Generator Loss: 0.6498 Epoch 4/5... Discriminator Loss: 1.4206... Generator Loss: 0.6920 Epoch 4/5... Discriminator Loss: 1.4047... Generator Loss: 0.6739 Epoch 4/5... Discriminator Loss: 1.4025... Generator Loss: 0.6764
Epoch 4/5... Discriminator Loss: 1.4079... Generator Loss: 0.6747 Epoch 4/5... Discriminator Loss: 1.4020... Generator Loss: 0.6860 Epoch 4/5... Discriminator Loss: 1.4060... Generator Loss: 0.6834 Epoch 4/5... Discriminator Loss: 1.3976... Generator Loss: 0.6847 Epoch 4/5... Discriminator Loss: 1.4010... Generator Loss: 0.6809 Epoch 4/5... Discriminator Loss: 1.4007... Generator Loss: 0.6741 Epoch 4/5... Discriminator Loss: 1.4106... Generator Loss: 0.6677 Epoch 4/5... Discriminator Loss: 1.4089... Generator Loss: 0.6751 Epoch 4/5... Discriminator Loss: 1.4053... Generator Loss: 0.6930 Epoch 4/5... Discriminator Loss: 1.4111... Generator Loss: 0.6672
Epoch 4/5... Discriminator Loss: 1.4123... Generator Loss: 0.6694 Epoch 4/5... Discriminator Loss: 1.3964... Generator Loss: 0.6766 Epoch 4/5... Discriminator Loss: 1.4016... Generator Loss: 0.6687 Epoch 4/5... Discriminator Loss: 1.4371... Generator Loss: 0.6816 Epoch 4/5... Discriminator Loss: 1.4205... Generator Loss: 0.6764 Epoch 4/5... Discriminator Loss: 1.3971... Generator Loss: 0.6793 Epoch 4/5... Discriminator Loss: 1.4001... Generator Loss: 0.6857 Epoch 4/5... Discriminator Loss: 1.4079... Generator Loss: 0.6842 Epoch 4/5... Discriminator Loss: 1.3950... Generator Loss: 0.6785 Epoch 4/5... Discriminator Loss: 1.4076... Generator Loss: 0.6690
Epoch 4/5... Discriminator Loss: 1.4088... Generator Loss: 0.6829 Epoch 4/5... Discriminator Loss: 1.4121... Generator Loss: 0.6907 Epoch 4/5... Discriminator Loss: 1.4023... Generator Loss: 0.6950 Epoch 4/5... Discriminator Loss: 1.4181... Generator Loss: 0.6577 Epoch 4/5... Discriminator Loss: 1.4105... Generator Loss: 0.6747 Epoch 4/5... Discriminator Loss: 1.4036... Generator Loss: 0.6858 Epoch 4/5... Discriminator Loss: 1.3965... Generator Loss: 0.6761 Epoch 4/5... Discriminator Loss: 1.4145... Generator Loss: 0.6707 Epoch 4/5... Discriminator Loss: 1.4146... Generator Loss: 0.6799 Epoch 4/5... Discriminator Loss: 1.3849... Generator Loss: 0.7035
Epoch 4/5... Discriminator Loss: 1.4080... Generator Loss: 0.6792 Epoch 4/5... Discriminator Loss: 1.4134... Generator Loss: 0.6658 Epoch 4/5... Discriminator Loss: 1.3940... Generator Loss: 0.6735 Epoch 4/5... Discriminator Loss: 1.4168... Generator Loss: 0.6689 Epoch 4/5... Discriminator Loss: 1.4209... Generator Loss: 0.6855 Epoch 4/5... Discriminator Loss: 1.3944... Generator Loss: 0.6952 Epoch 4/5... Discriminator Loss: 1.4072... Generator Loss: 0.6741 Epoch 4/5... Discriminator Loss: 1.4083... Generator Loss: 0.6670 Epoch 4/5... Discriminator Loss: 1.4196... Generator Loss: 0.6745 Epoch 4/5... Discriminator Loss: 1.3942... Generator Loss: 0.6807
Epoch 4/5... Discriminator Loss: 1.4178... Generator Loss: 0.6570 Epoch 4/5... Discriminator Loss: 1.4126... Generator Loss: 0.6819 Epoch 4/5... Discriminator Loss: 1.4107... Generator Loss: 0.6779 Epoch 4/5... Discriminator Loss: 1.3950... Generator Loss: 0.6784 Epoch 4/5... Discriminator Loss: 1.4383... Generator Loss: 0.6685 Epoch 4/5... Discriminator Loss: 1.4069... Generator Loss: 0.6693 Epoch 4/5... Discriminator Loss: 1.4087... Generator Loss: 0.6811 Epoch 4/5... Discriminator Loss: 1.4092... Generator Loss: 0.6826 Epoch 4/5... Discriminator Loss: 1.4248... Generator Loss: 0.6518 Epoch 4/5... Discriminator Loss: 1.4061... Generator Loss: 0.6825
Epoch 4/5... Discriminator Loss: 1.4052... Generator Loss: 0.6843 Epoch 4/5... Discriminator Loss: 1.4201... Generator Loss: 0.6790 Epoch 4/5... Discriminator Loss: 1.3991... Generator Loss: 0.6731 Epoch 4/5... Discriminator Loss: 1.4174... Generator Loss: 0.6675 Epoch 4/5... Discriminator Loss: 1.3994... Generator Loss: 0.6829 Epoch 4/5... Discriminator Loss: 1.4045... Generator Loss: 0.6801 Epoch 4/5... Discriminator Loss: 1.4159... Generator Loss: 0.6647 Epoch 4/5... Discriminator Loss: 1.4063... Generator Loss: 0.6809 Epoch 4/5... Discriminator Loss: 1.3947... Generator Loss: 0.6762 Epoch 4/5... Discriminator Loss: 1.4086... Generator Loss: 0.6756
Epoch 4/5... Discriminator Loss: 1.4041... Generator Loss: 0.6779 Epoch 4/5... Discriminator Loss: 1.4030... Generator Loss: 0.6749 Epoch 4/5... Discriminator Loss: 1.4067... Generator Loss: 0.6841 Epoch 4/5... Discriminator Loss: 1.4015... Generator Loss: 0.6803 Epoch 4/5... Discriminator Loss: 1.3983... Generator Loss: 0.6870 Epoch 4/5... Discriminator Loss: 1.4115... Generator Loss: 0.6732 Epoch 4/5... Discriminator Loss: 1.4109... Generator Loss: 0.6811 Epoch 4/5... Discriminator Loss: 1.4012... Generator Loss: 0.6744 Epoch 4/5... Discriminator Loss: 1.4072... Generator Loss: 0.6765 Epoch 4/5... Discriminator Loss: 1.4026... Generator Loss: 0.6804
Epoch 4/5... Discriminator Loss: 1.4065... Generator Loss: 0.6913 Epoch 4/5... Discriminator Loss: 1.3882... Generator Loss: 0.6941 Epoch 4/5... Discriminator Loss: 1.3940... Generator Loss: 0.6763 Epoch 4/5... Discriminator Loss: 1.4240... Generator Loss: 0.6672 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6871 Epoch 4/5... Discriminator Loss: 1.4227... Generator Loss: 0.6837 Epoch 4/5... Discriminator Loss: 1.4190... Generator Loss: 0.6661 Epoch 4/5... Discriminator Loss: 1.3881... Generator Loss: 0.6840 Epoch 4/5... Discriminator Loss: 1.4013... Generator Loss: 0.6817 Epoch 4/5... Discriminator Loss: 1.4031... Generator Loss: 0.6850
Epoch 4/5... Discriminator Loss: 1.3903... Generator Loss: 0.6774 Epoch 4/5... Discriminator Loss: 1.4197... Generator Loss: 0.6620 Epoch 4/5... Discriminator Loss: 1.4152... Generator Loss: 0.6750 Epoch 4/5... Discriminator Loss: 1.3957... Generator Loss: 0.6738 Epoch 4/5... Discriminator Loss: 1.4113... Generator Loss: 0.6625 Epoch 4/5... Discriminator Loss: 1.4014... Generator Loss: 0.6810 Epoch 4/5... Discriminator Loss: 1.4056... Generator Loss: 0.6868 Epoch 4/5... Discriminator Loss: 1.4032... Generator Loss: 0.6794 Epoch 4/5... Discriminator Loss: 1.3936... Generator Loss: 0.6721 Epoch 4/5... Discriminator Loss: 1.4076... Generator Loss: 0.6894
Epoch 4/5... Discriminator Loss: 1.3974... Generator Loss: 0.6886 Epoch 4/5... Discriminator Loss: 1.4088... Generator Loss: 0.6624 Epoch 4/5... Discriminator Loss: 1.3918... Generator Loss: 0.6878 Epoch 4/5... Discriminator Loss: 1.4093... Generator Loss: 0.6687 Epoch 4/5... Discriminator Loss: 1.4146... Generator Loss: 0.6792 Epoch 4/5... Discriminator Loss: 1.4055... Generator Loss: 0.6750 Epoch 4/5... Discriminator Loss: 1.4078... Generator Loss: 0.6854 Epoch 4/5... Discriminator Loss: 1.4071... Generator Loss: 0.6740 Epoch 4/5... Discriminator Loss: 1.4083... Generator Loss: 0.6837 Epoch 4/5... Discriminator Loss: 1.4085... Generator Loss: 0.6790
Epoch 4/5... Discriminator Loss: 1.3935... Generator Loss: 0.6852 Epoch 4/5... Discriminator Loss: 1.4069... Generator Loss: 0.6865 Epoch 4/5... Discriminator Loss: 1.3984... Generator Loss: 0.6804 Epoch 4/5... Discriminator Loss: 1.3980... Generator Loss: 0.6813 Epoch 4/5... Discriminator Loss: 1.4075... Generator Loss: 0.6935 Epoch 4/5... Discriminator Loss: 1.3885... Generator Loss: 0.6850 Epoch 4/5... Discriminator Loss: 1.3969... Generator Loss: 0.6726 Epoch 4/5... Discriminator Loss: 1.4053... Generator Loss: 0.6744 Epoch 4/5... Discriminator Loss: 1.4028... Generator Loss: 0.6856 Epoch 4/5... Discriminator Loss: 1.3949... Generator Loss: 0.6852
Epoch 4/5... Discriminator Loss: 1.4003... Generator Loss: 0.6710 Epoch 4/5... Discriminator Loss: 1.4053... Generator Loss: 0.6769 Epoch 4/5... Discriminator Loss: 1.4030... Generator Loss: 0.6871 Epoch 4/5... Discriminator Loss: 1.4017... Generator Loss: 0.6804 Epoch 4/5... Discriminator Loss: 1.3975... Generator Loss: 0.6819 Epoch 4/5... Discriminator Loss: 1.3898... Generator Loss: 0.6844 Epoch 4/5... Discriminator Loss: 1.4167... Generator Loss: 0.6815 Epoch 4/5... Discriminator Loss: 1.4033... Generator Loss: 0.6607 Epoch 4/5... Discriminator Loss: 1.3931... Generator Loss: 0.6688 Epoch 4/5... Discriminator Loss: 1.4047... Generator Loss: 0.6801
Epoch 4/5... Discriminator Loss: 1.3990... Generator Loss: 0.6848 Epoch 4/5... Discriminator Loss: 1.4010... Generator Loss: 0.6716 Epoch 4/5... Discriminator Loss: 1.4026... Generator Loss: 0.6869 Epoch 4/5... Discriminator Loss: 1.4037... Generator Loss: 0.6837 Epoch 4/5... Discriminator Loss: 1.4034... Generator Loss: 0.6727 Epoch 4/5... Discriminator Loss: 1.3912... Generator Loss: 0.6762 Epoch 4/5... Discriminator Loss: 1.4064... Generator Loss: 0.6907 Epoch 4/5... Discriminator Loss: 1.3966... Generator Loss: 0.6996 Epoch 4/5... Discriminator Loss: 1.4042... Generator Loss: 0.6667 Epoch 4/5... Discriminator Loss: 1.3920... Generator Loss: 0.6780
Epoch 4/5... Discriminator Loss: 1.3993... Generator Loss: 0.6784 Epoch 4/5... Discriminator Loss: 1.3957... Generator Loss: 0.6928 Epoch 4/5... Discriminator Loss: 1.3977... Generator Loss: 0.6837 Epoch 4/5... Discriminator Loss: 1.3914... Generator Loss: 0.6812 Epoch 4/5... Discriminator Loss: 1.4070... Generator Loss: 0.6920 Epoch 4/5... Discriminator Loss: 1.3954... Generator Loss: 0.6769 Epoch 4/5... Discriminator Loss: 1.3982... Generator Loss: 0.6856 Epoch 4/5... Discriminator Loss: 1.4103... Generator Loss: 0.6671 Epoch 4/5... Discriminator Loss: 1.3998... Generator Loss: 0.6803 Epoch 4/5... Discriminator Loss: 1.4030... Generator Loss: 0.6775
Epoch 4/5... Discriminator Loss: 1.4045... Generator Loss: 0.6809 Epoch 4/5... Discriminator Loss: 1.3885... Generator Loss: 0.6930 Epoch 4/5... Discriminator Loss: 1.4105... Generator Loss: 0.6751 Epoch 4/5... Discriminator Loss: 1.3921... Generator Loss: 0.6900 Epoch 4/5... Discriminator Loss: 1.3996... Generator Loss: 0.6696 Epoch 4/5... Discriminator Loss: 1.3904... Generator Loss: 0.6760 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6840 Epoch 4/5... Discriminator Loss: 1.4156... Generator Loss: 0.6771 Epoch 4/5... Discriminator Loss: 1.4017... Generator Loss: 0.6867 Epoch 4/5... Discriminator Loss: 1.3961... Generator Loss: 0.6874
Epoch 4/5... Discriminator Loss: 1.3933... Generator Loss: 0.6849 Epoch 4/5... Discriminator Loss: 1.4073... Generator Loss: 0.6752 Epoch 4/5... Discriminator Loss: 1.3993... Generator Loss: 0.6709 Epoch 4/5... Discriminator Loss: 1.4116... Generator Loss: 0.6793 Epoch 4/5... Discriminator Loss: 1.3925... Generator Loss: 0.6850 Epoch 4/5... Discriminator Loss: 1.4046... Generator Loss: 0.6763 Epoch 4/5... Discriminator Loss: 1.4105... Generator Loss: 0.6968 Epoch 4/5... Discriminator Loss: 1.3972... Generator Loss: 0.6909 Epoch 4/5... Discriminator Loss: 1.3944... Generator Loss: 0.6711 Epoch 4/5... Discriminator Loss: 1.3931... Generator Loss: 0.6791
Epoch 4/5... Discriminator Loss: 1.4141... Generator Loss: 0.6815 Epoch 4/5... Discriminator Loss: 1.3974... Generator Loss: 0.6861 Epoch 4/5... Discriminator Loss: 1.4064... Generator Loss: 0.6700 Epoch 4/5... Discriminator Loss: 1.4003... Generator Loss: 0.6827 Epoch 4/5... Discriminator Loss: 1.3922... Generator Loss: 0.6795 Epoch 4/5... Discriminator Loss: 1.3988... Generator Loss: 0.6754 Epoch 4/5... Discriminator Loss: 1.3922... Generator Loss: 0.6908 Epoch 4/5... Discriminator Loss: 1.3966... Generator Loss: 0.6889 Epoch 4/5... Discriminator Loss: 1.3949... Generator Loss: 0.6817 Epoch 4/5... Discriminator Loss: 1.4017... Generator Loss: 0.6788
Epoch 4/5... Discriminator Loss: 1.4013... Generator Loss: 0.6924 Epoch 4/5... Discriminator Loss: 1.3980... Generator Loss: 0.6801 Epoch 4/5... Discriminator Loss: 1.3956... Generator Loss: 0.6843 Epoch 4/5... Discriminator Loss: 1.4022... Generator Loss: 0.6665 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6878 Epoch 4/5... Discriminator Loss: 1.4011... Generator Loss: 0.6729 Epoch 4/5... Discriminator Loss: 1.4010... Generator Loss: 0.6824 Epoch 4/5... Discriminator Loss: 1.4049... Generator Loss: 0.6912 Epoch 4/5... Discriminator Loss: 1.3998... Generator Loss: 0.6757 Epoch 4/5... Discriminator Loss: 1.3975... Generator Loss: 0.6556
Epoch 4/5... Discriminator Loss: 1.4055... Generator Loss: 0.6896 Epoch 4/5... Discriminator Loss: 1.3906... Generator Loss: 0.6905 Epoch 4/5... Discriminator Loss: 1.4048... Generator Loss: 0.6745 Epoch 4/5... Discriminator Loss: 1.3996... Generator Loss: 0.6813 Epoch 4/5... Discriminator Loss: 1.3948... Generator Loss: 0.6871 Epoch 4/5... Discriminator Loss: 1.4032... Generator Loss: 0.6835 Epoch 4/5... Discriminator Loss: 1.3969... Generator Loss: 0.6881 Epoch 4/5... Discriminator Loss: 1.3918... Generator Loss: 0.6915 Epoch 4/5... Discriminator Loss: 1.3965... Generator Loss: 0.6796 Epoch 4/5... Discriminator Loss: 1.3984... Generator Loss: 0.6837
Epoch 4/5... Discriminator Loss: 1.4014... Generator Loss: 0.6841 Epoch 4/5... Discriminator Loss: 1.3986... Generator Loss: 0.6826 Epoch 4/5... Discriminator Loss: 1.3996... Generator Loss: 0.6749 Epoch 4/5... Discriminator Loss: 1.4039... Generator Loss: 0.6946 Epoch 4/5... Discriminator Loss: 1.3958... Generator Loss: 0.6828 Epoch 4/5... Discriminator Loss: 1.4103... Generator Loss: 0.6733 Epoch 4/5... Discriminator Loss: 1.3896... Generator Loss: 0.6789 Epoch 4/5... Discriminator Loss: 1.3959... Generator Loss: 0.6881 Epoch 4/5... Discriminator Loss: 1.3917... Generator Loss: 0.6852 Epoch 4/5... Discriminator Loss: 1.3974... Generator Loss: 0.6885
Epoch 4/5... Discriminator Loss: 1.3896... Generator Loss: 0.6851 Epoch 4/5... Discriminator Loss: 1.4094... Generator Loss: 0.6727 Epoch 4/5... Discriminator Loss: 1.4072... Generator Loss: 0.6842 Epoch 4/5... Discriminator Loss: 1.3923... Generator Loss: 0.6850 Epoch 4/5... Discriminator Loss: 1.4050... Generator Loss: 0.6865 Epoch 4/5... Discriminator Loss: 1.3971... Generator Loss: 0.6900 Epoch 4/5... Discriminator Loss: 1.4030... Generator Loss: 0.6722 Epoch 4/5... Discriminator Loss: 1.3936... Generator Loss: 0.6846 Epoch 4/5... Discriminator Loss: 1.4019... Generator Loss: 0.6711 Epoch 4/5... Discriminator Loss: 1.4149... Generator Loss: 0.6690
Epoch 4/5... Discriminator Loss: 1.3958... Generator Loss: 0.6821 Epoch 4/5... Discriminator Loss: 1.4149... Generator Loss: 0.6840 Epoch 4/5... Discriminator Loss: 1.3998... Generator Loss: 0.6777 Epoch 4/5... Discriminator Loss: 1.3942... Generator Loss: 0.6806 Epoch 4/5... Discriminator Loss: 1.4129... Generator Loss: 0.6828 Epoch 4/5... Discriminator Loss: 1.3962... Generator Loss: 0.6833 Epoch 4/5... Discriminator Loss: 1.3863... Generator Loss: 0.6892 Epoch 4/5... Discriminator Loss: 1.4020... Generator Loss: 0.6852 Epoch 4/5... Discriminator Loss: 1.3995... Generator Loss: 0.6800 Epoch 4/5... Discriminator Loss: 1.4013... Generator Loss: 0.6844
Epoch 4/5... Discriminator Loss: 1.3955... Generator Loss: 0.6860 Epoch 4/5... Discriminator Loss: 1.4001... Generator Loss: 0.6775 Epoch 4/5... Discriminator Loss: 1.4078... Generator Loss: 0.6656 Epoch 4/5... Discriminator Loss: 1.3922... Generator Loss: 0.6756 Epoch 4/5... Discriminator Loss: 1.4075... Generator Loss: 0.6631 Epoch 4/5... Discriminator Loss: 1.4227... Generator Loss: 0.6698 Epoch 4/5... Discriminator Loss: 1.4009... Generator Loss: 0.6753 Epoch 4/5... Discriminator Loss: 1.4090... Generator Loss: 0.6868 Epoch 4/5... Discriminator Loss: 1.4045... Generator Loss: 0.6598 Epoch 4/5... Discriminator Loss: 1.4274... Generator Loss: 0.6809
Epoch 4/5... Discriminator Loss: 1.3924... Generator Loss: 0.7002 Epoch 4/5... Discriminator Loss: 1.4152... Generator Loss: 0.6697 Epoch 4/5... Discriminator Loss: 1.3931... Generator Loss: 0.6737 Epoch 4/5... Discriminator Loss: 1.3988... Generator Loss: 0.6896 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.7018 Epoch 4/5... Discriminator Loss: 1.3963... Generator Loss: 0.6866 Epoch 4/5... Discriminator Loss: 1.3973... Generator Loss: 0.6729 Epoch 4/5... Discriminator Loss: 1.4025... Generator Loss: 0.6799 Epoch 4/5... Discriminator Loss: 1.3952... Generator Loss: 0.6863 Epoch 4/5... Discriminator Loss: 1.4057... Generator Loss: 0.6846
Epoch 4/5... Discriminator Loss: 1.4064... Generator Loss: 0.6676 Epoch 4/5... Discriminator Loss: 1.4046... Generator Loss: 0.6817 Epoch 4/5... Discriminator Loss: 1.4011... Generator Loss: 0.6812 Epoch 4/5... Discriminator Loss: 1.3833... Generator Loss: 0.6832 Epoch 4/5... Discriminator Loss: 1.4028... Generator Loss: 0.6773 Epoch 4/5... Discriminator Loss: 1.4006... Generator Loss: 0.6856 Epoch 4/5... Discriminator Loss: 1.3977... Generator Loss: 0.6739 Epoch 4/5... Discriminator Loss: 1.3946... Generator Loss: 0.6911 Epoch 4/5... Discriminator Loss: 1.3950... Generator Loss: 0.6797 Epoch 4/5... Discriminator Loss: 1.3974... Generator Loss: 0.6786
Epoch 4/5... Discriminator Loss: 1.4024... Generator Loss: 0.6774 Epoch 4/5... Discriminator Loss: 1.4033... Generator Loss: 0.6822 Epoch 4/5... Discriminator Loss: 1.3937... Generator Loss: 0.6925 Epoch 4/5... Discriminator Loss: 1.4005... Generator Loss: 0.6786 Epoch 4/5... Discriminator Loss: 1.3978... Generator Loss: 0.6760 Epoch 4/5... Discriminator Loss: 1.3846... Generator Loss: 0.6869 Epoch 4/5... Discriminator Loss: 1.4113... Generator Loss: 0.6791 Epoch 4/5... Discriminator Loss: 1.3962... Generator Loss: 0.6873 Epoch 4/5... Discriminator Loss: 1.3974... Generator Loss: 0.6781 Epoch 4/5... Discriminator Loss: 1.4089... Generator Loss: 0.6844
Epoch 4/5... Discriminator Loss: 1.3968... Generator Loss: 0.6870 Epoch 4/5... Discriminator Loss: 1.3887... Generator Loss: 0.6904 Epoch 4/5... Discriminator Loss: 1.3952... Generator Loss: 0.6910 Epoch 4/5... Discriminator Loss: 1.4065... Generator Loss: 0.6797 Epoch 4/5... Discriminator Loss: 1.4013... Generator Loss: 0.6832 Epoch 4/5... Discriminator Loss: 1.3899... Generator Loss: 0.6937 Epoch 4/5... Discriminator Loss: 1.3989... Generator Loss: 0.6816 Epoch 4/5... Discriminator Loss: 1.3986... Generator Loss: 0.6719 Epoch 4/5... Discriminator Loss: 1.3890... Generator Loss: 0.6866 Epoch 4/5... Discriminator Loss: 1.4059... Generator Loss: 0.6797
Epoch 4/5... Discriminator Loss: 1.3980... Generator Loss: 0.6864 Epoch 4/5... Discriminator Loss: 1.4117... Generator Loss: 0.6751 Epoch 4/5... Discriminator Loss: 1.4014... Generator Loss: 0.6787 Epoch 4/5... Discriminator Loss: 1.3999... Generator Loss: 0.6881 Epoch 4/5... Discriminator Loss: 1.4096... Generator Loss: 0.6721 Epoch 4/5... Discriminator Loss: 1.3940... Generator Loss: 0.6763 Epoch 4/5... Discriminator Loss: 1.4020... Generator Loss: 0.6735 Epoch 4/5... Discriminator Loss: 1.4118... Generator Loss: 0.6839 Epoch 4/5... Discriminator Loss: 1.3980... Generator Loss: 0.6818 Epoch 4/5... Discriminator Loss: 1.3867... Generator Loss: 0.6879
Epoch 4/5... Discriminator Loss: 1.4069... Generator Loss: 0.6838 Epoch 4/5... Discriminator Loss: 1.4025... Generator Loss: 0.6824 Epoch 4/5... Discriminator Loss: 1.3910... Generator Loss: 0.6891 Epoch 4/5... Discriminator Loss: 1.3969... Generator Loss: 0.6823 Epoch 4/5... Discriminator Loss: 1.3990... Generator Loss: 0.6748 Epoch 4/5... Discriminator Loss: 1.4092... Generator Loss: 0.6770 Epoch 4/5... Discriminator Loss: 1.4013... Generator Loss: 0.6795 Epoch 4/5... Discriminator Loss: 1.3929... Generator Loss: 0.6891 Epoch 4/5... Discriminator Loss: 1.4048... Generator Loss: 0.6788 Epoch 4/5... Discriminator Loss: 1.3962... Generator Loss: 0.6889
Epoch 4/5... Discriminator Loss: 1.3900... Generator Loss: 0.6875 Epoch 4/5... Discriminator Loss: 1.3986... Generator Loss: 0.6869 Epoch 4/5... Discriminator Loss: 1.3983... Generator Loss: 0.6866 Epoch 4/5... Discriminator Loss: 1.4009... Generator Loss: 0.6758 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6846 Epoch 4/5... Discriminator Loss: 1.3913... Generator Loss: 0.6888 Epoch 4/5... Discriminator Loss: 1.3982... Generator Loss: 0.6791 Epoch 4/5... Discriminator Loss: 1.3994... Generator Loss: 0.6899 Epoch 4/5... Discriminator Loss: 1.3904... Generator Loss: 0.6931 Epoch 4/5... Discriminator Loss: 1.4050... Generator Loss: 0.6800
Epoch 4/5... Discriminator Loss: 1.3908... Generator Loss: 0.6762 Epoch 4/5... Discriminator Loss: 1.3879... Generator Loss: 0.6797 Epoch 4/5... Discriminator Loss: 1.4037... Generator Loss: 0.6843 Epoch 4/5... Discriminator Loss: 1.4000... Generator Loss: 0.6905 Epoch 4/5... Discriminator Loss: 1.3926... Generator Loss: 0.6847 Epoch 4/5... Discriminator Loss: 1.4003... Generator Loss: 0.6873 Epoch 4/5... Discriminator Loss: 1.3912... Generator Loss: 0.6879 Epoch 4/5... Discriminator Loss: 1.4009... Generator Loss: 0.6749 Epoch 4/5... Discriminator Loss: 1.3971... Generator Loss: 0.6817 Epoch 4/5... Discriminator Loss: 1.4039... Generator Loss: 0.6883
Epoch 4/5... Discriminator Loss: 1.4039... Generator Loss: 0.6884 Epoch 4/5... Discriminator Loss: 1.3975... Generator Loss: 0.6829 Epoch 4/5... Discriminator Loss: 1.3977... Generator Loss: 0.6744 Epoch 4/5... Discriminator Loss: 1.3969... Generator Loss: 0.6850 Epoch 4/5... Discriminator Loss: 1.3949... Generator Loss: 0.6920 Epoch 4/5... Discriminator Loss: 1.3934... Generator Loss: 0.6880 Epoch 4/5... Discriminator Loss: 1.3956... Generator Loss: 0.6742 Epoch 4/5... Discriminator Loss: 1.3913... Generator Loss: 0.6808 Epoch 4/5... Discriminator Loss: 1.3988... Generator Loss: 0.6940 Epoch 4/5... Discriminator Loss: 1.3931... Generator Loss: 0.6911
Epoch 4/5... Discriminator Loss: 1.3959... Generator Loss: 0.6810 Epoch 4/5... Discriminator Loss: 1.3966... Generator Loss: 0.6770 Epoch 4/5... Discriminator Loss: 1.3930... Generator Loss: 0.6798 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6842 Epoch 4/5... Discriminator Loss: 1.3944... Generator Loss: 0.6937 Epoch 4/5... Discriminator Loss: 1.3940... Generator Loss: 0.6775 Epoch 4/5... Discriminator Loss: 1.3956... Generator Loss: 0.6772 Epoch 4/5... Discriminator Loss: 1.4073... Generator Loss: 0.6848 Epoch 4/5... Discriminator Loss: 1.4008... Generator Loss: 0.6878 Epoch 4/5... Discriminator Loss: 1.3891... Generator Loss: 0.6951
Epoch 4/5... Discriminator Loss: 1.3973... Generator Loss: 0.6773 Epoch 4/5... Discriminator Loss: 1.3923... Generator Loss: 0.6812 Epoch 4/5... Discriminator Loss: 1.3998... Generator Loss: 0.6877 Epoch 4/5... Discriminator Loss: 1.3961... Generator Loss: 0.6854 Epoch 4/5... Discriminator Loss: 1.4047... Generator Loss: 0.6805 Epoch 4/5... Discriminator Loss: 1.3905... Generator Loss: 0.6868 Epoch 4/5... Discriminator Loss: 1.4029... Generator Loss: 0.6896 Epoch 4/5... Discriminator Loss: 1.4010... Generator Loss: 0.6725 Epoch 4/5... Discriminator Loss: 1.3979... Generator Loss: 0.6759 Epoch 4/5... Discriminator Loss: 1.3940... Generator Loss: 0.6766
Epoch 4/5... Discriminator Loss: 1.3933... Generator Loss: 0.6876 Epoch 4/5... Discriminator Loss: 1.3991... Generator Loss: 0.6823 Epoch 4/5... Discriminator Loss: 1.3961... Generator Loss: 0.6812 Epoch 4/5... Discriminator Loss: 1.3959... Generator Loss: 0.6860 Epoch 4/5... Discriminator Loss: 1.3965... Generator Loss: 0.6944 Epoch 4/5... Discriminator Loss: 1.3947... Generator Loss: 0.6893 Epoch 4/5... Discriminator Loss: 1.4004... Generator Loss: 0.6768 Epoch 4/5... Discriminator Loss: 1.3925... Generator Loss: 0.6922 Epoch 4/5... Discriminator Loss: 1.3970... Generator Loss: 0.6831 Epoch 4/5... Discriminator Loss: 1.3966... Generator Loss: 0.6891
Epoch 4/5... Discriminator Loss: 1.3954... Generator Loss: 0.6833 Epoch 4/5... Discriminator Loss: 1.4016... Generator Loss: 0.6850 Epoch 4/5... Discriminator Loss: 1.3966... Generator Loss: 0.6840 Epoch 4/5... Discriminator Loss: 1.3951... Generator Loss: 0.6875 Epoch 4/5... Discriminator Loss: 1.3981... Generator Loss: 0.6878 Epoch 4/5... Discriminator Loss: 1.3989... Generator Loss: 0.6792 Epoch 4/5... Discriminator Loss: 1.3942... Generator Loss: 0.6793 Epoch 4/5... Discriminator Loss: 1.3885... Generator Loss: 0.6803 Epoch 4/5... Discriminator Loss: 1.3959... Generator Loss: 0.6844 Epoch 4/5... Discriminator Loss: 1.3884... Generator Loss: 0.6862
Epoch 4/5... Discriminator Loss: 1.4074... Generator Loss: 0.6745 Epoch 4/5... Discriminator Loss: 1.3891... Generator Loss: 0.6896 Epoch 4/5... Discriminator Loss: 1.4039... Generator Loss: 0.6821 Epoch 4/5... Discriminator Loss: 1.4001... Generator Loss: 0.6866 Epoch 4/5... Discriminator Loss: 1.3880... Generator Loss: 0.6820 Epoch 4/5... Discriminator Loss: 1.3973... Generator Loss: 0.6872 Epoch 4/5... Discriminator Loss: 1.4049... Generator Loss: 0.6781 Epoch 4/5... Discriminator Loss: 1.3874... Generator Loss: 0.6879 Epoch 4/5... Discriminator Loss: 1.4001... Generator Loss: 0.6795 Epoch 4/5... Discriminator Loss: 1.3947... Generator Loss: 0.6819
Epoch 4/5... Discriminator Loss: 1.3961... Generator Loss: 0.6886 Epoch 4/5... Discriminator Loss: 1.3969... Generator Loss: 0.6868 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6854 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.3869... Generator Loss: 0.6900 Epoch 5/5... Discriminator Loss: 1.3901... Generator Loss: 0.6823 Epoch 5/5... Discriminator Loss: 1.3951... Generator Loss: 0.6859 Epoch 5/5... Discriminator Loss: 1.3982... Generator Loss: 0.6897 Epoch 5/5... Discriminator Loss: 1.3878... Generator Loss: 0.6935 Epoch 5/5... Discriminator Loss: 1.3979... Generator Loss: 0.6781
Epoch 5/5... Discriminator Loss: 1.4033... Generator Loss: 0.6913 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6895 Epoch 5/5... Discriminator Loss: 1.3903... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6819 Epoch 5/5... Discriminator Loss: 1.4039... Generator Loss: 0.6810 Epoch 5/5... Discriminator Loss: 1.3914... Generator Loss: 0.6890 Epoch 5/5... Discriminator Loss: 1.3870... Generator Loss: 0.6908 Epoch 5/5... Discriminator Loss: 1.3960... Generator Loss: 0.6825 Epoch 5/5... Discriminator Loss: 1.3960... Generator Loss: 0.6784 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6828
Epoch 5/5... Discriminator Loss: 1.3906... Generator Loss: 0.6935 Epoch 5/5... Discriminator Loss: 1.3927... Generator Loss: 0.6923 Epoch 5/5... Discriminator Loss: 1.4045... Generator Loss: 0.6800 Epoch 5/5... Discriminator Loss: 1.3948... Generator Loss: 0.6793 Epoch 5/5... Discriminator Loss: 1.3940... Generator Loss: 0.6829 Epoch 5/5... Discriminator Loss: 1.4008... Generator Loss: 0.6852 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6825 Epoch 5/5... Discriminator Loss: 1.3980... Generator Loss: 0.6794 Epoch 5/5... Discriminator Loss: 1.4000... Generator Loss: 0.6767 Epoch 5/5... Discriminator Loss: 1.3916... Generator Loss: 0.6829
Epoch 5/5... Discriminator Loss: 1.3980... Generator Loss: 0.6838 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6789 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6851 Epoch 5/5... Discriminator Loss: 1.3956... Generator Loss: 0.6930 Epoch 5/5... Discriminator Loss: 1.4017... Generator Loss: 0.6838 Epoch 5/5... Discriminator Loss: 1.3918... Generator Loss: 0.6796 Epoch 5/5... Discriminator Loss: 1.3968... Generator Loss: 0.6756 Epoch 5/5... Discriminator Loss: 1.4060... Generator Loss: 0.6807 Epoch 5/5... Discriminator Loss: 1.4079... Generator Loss: 0.6799 Epoch 5/5... Discriminator Loss: 1.3965... Generator Loss: 0.6816
Epoch 5/5... Discriminator Loss: 1.4066... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.3862... Generator Loss: 0.6928 Epoch 5/5... Discriminator Loss: 1.3977... Generator Loss: 0.6787 Epoch 5/5... Discriminator Loss: 1.3980... Generator Loss: 0.6796 Epoch 5/5... Discriminator Loss: 1.3908... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.4062... Generator Loss: 0.6773 Epoch 5/5... Discriminator Loss: 1.4032... Generator Loss: 0.6774 Epoch 5/5... Discriminator Loss: 1.3908... Generator Loss: 0.6860 Epoch 5/5... Discriminator Loss: 1.4088... Generator Loss: 0.6738 Epoch 5/5... Discriminator Loss: 1.4013... Generator Loss: 0.6864
Epoch 5/5... Discriminator Loss: 1.3972... Generator Loss: 0.6851 Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6748 Epoch 5/5... Discriminator Loss: 1.3938... Generator Loss: 0.6776 Epoch 5/5... Discriminator Loss: 1.4016... Generator Loss: 0.6772 Epoch 5/5... Discriminator Loss: 1.3937... Generator Loss: 0.6836 Epoch 5/5... Discriminator Loss: 1.3992... Generator Loss: 0.6751 Epoch 5/5... Discriminator Loss: 1.3966... Generator Loss: 0.6859 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6953 Epoch 5/5... Discriminator Loss: 1.3969... Generator Loss: 0.6909 Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.6911
Epoch 5/5... Discriminator Loss: 1.3909... Generator Loss: 0.6810 Epoch 5/5... Discriminator Loss: 1.3970... Generator Loss: 0.6821 Epoch 5/5... Discriminator Loss: 1.3976... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3922... Generator Loss: 0.6932 Epoch 5/5... Discriminator Loss: 1.3997... Generator Loss: 0.6809 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6835 Epoch 5/5... Discriminator Loss: 1.3966... Generator Loss: 0.6799 Epoch 5/5... Discriminator Loss: 1.3917... Generator Loss: 0.6891 Epoch 5/5... Discriminator Loss: 1.3930... Generator Loss: 0.6864 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6807
Epoch 5/5... Discriminator Loss: 1.3858... Generator Loss: 0.6889 Epoch 5/5... Discriminator Loss: 1.3951... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.4045... Generator Loss: 0.6819 Epoch 5/5... Discriminator Loss: 1.3932... Generator Loss: 0.6834 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6855 Epoch 5/5... Discriminator Loss: 1.3992... Generator Loss: 0.6819 Epoch 5/5... Discriminator Loss: 1.3952... Generator Loss: 0.6866 Epoch 5/5... Discriminator Loss: 1.4004... Generator Loss: 0.6833 Epoch 5/5... Discriminator Loss: 1.3948... Generator Loss: 0.6869 Epoch 5/5... Discriminator Loss: 1.3906... Generator Loss: 0.6840
Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6874 Epoch 5/5... Discriminator Loss: 1.3935... Generator Loss: 0.6839 Epoch 5/5... Discriminator Loss: 1.3912... Generator Loss: 0.6920 Epoch 5/5... Discriminator Loss: 1.3863... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3991... Generator Loss: 0.6828 Epoch 5/5... Discriminator Loss: 1.4027... Generator Loss: 0.6893 Epoch 5/5... Discriminator Loss: 1.3944... Generator Loss: 0.6807 Epoch 5/5... Discriminator Loss: 1.3916... Generator Loss: 0.6869 Epoch 5/5... Discriminator Loss: 1.4025... Generator Loss: 0.6848 Epoch 5/5... Discriminator Loss: 1.3935... Generator Loss: 0.6812
Epoch 5/5... Discriminator Loss: 1.3990... Generator Loss: 0.6846 Epoch 5/5... Discriminator Loss: 1.3929... Generator Loss: 0.6893 Epoch 5/5... Discriminator Loss: 1.3970... Generator Loss: 0.6817 Epoch 5/5... Discriminator Loss: 1.3985... Generator Loss: 0.6844 Epoch 5/5... Discriminator Loss: 1.3935... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3931... Generator Loss: 0.6843 Epoch 5/5... Discriminator Loss: 1.3953... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3910... Generator Loss: 0.6868 Epoch 5/5... Discriminator Loss: 1.3863... Generator Loss: 0.6912 Epoch 5/5... Discriminator Loss: 1.3959... Generator Loss: 0.6826
Epoch 5/5... Discriminator Loss: 1.4021... Generator Loss: 0.6744 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.4014... Generator Loss: 0.6817 Epoch 5/5... Discriminator Loss: 1.3964... Generator Loss: 0.6827 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6822 Epoch 5/5... Discriminator Loss: 1.3916... Generator Loss: 0.6897 Epoch 5/5... Discriminator Loss: 1.3936... Generator Loss: 0.6931 Epoch 5/5... Discriminator Loss: 1.3976... Generator Loss: 0.6877 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6880 Epoch 5/5... Discriminator Loss: 1.3959... Generator Loss: 0.6852
Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6923 Epoch 5/5... Discriminator Loss: 1.3957... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.4006... Generator Loss: 0.6806 Epoch 5/5... Discriminator Loss: 1.3955... Generator Loss: 0.6823 Epoch 5/5... Discriminator Loss: 1.3969... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.3933... Generator Loss: 0.6905 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6908 Epoch 5/5... Discriminator Loss: 1.3947... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3918... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.3912... Generator Loss: 0.6943
Epoch 5/5... Discriminator Loss: 1.3994... Generator Loss: 0.6783 Epoch 5/5... Discriminator Loss: 1.3948... Generator Loss: 0.6814 Epoch 5/5... Discriminator Loss: 1.4066... Generator Loss: 0.6754 Epoch 5/5... Discriminator Loss: 1.3899... Generator Loss: 0.6883 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6906 Epoch 5/5... Discriminator Loss: 1.3909... Generator Loss: 0.6902 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6841 Epoch 5/5... Discriminator Loss: 1.3965... Generator Loss: 0.6828 Epoch 5/5... Discriminator Loss: 1.3914... Generator Loss: 0.6860 Epoch 5/5... Discriminator Loss: 1.3905... Generator Loss: 0.6916
Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6829 Epoch 5/5... Discriminator Loss: 1.3912... Generator Loss: 0.6801 Epoch 5/5... Discriminator Loss: 1.3903... Generator Loss: 0.6806 Epoch 5/5... Discriminator Loss: 1.3959... Generator Loss: 0.6858 Epoch 5/5... Discriminator Loss: 1.3984... Generator Loss: 0.6846 Epoch 5/5... Discriminator Loss: 1.3946... Generator Loss: 0.6908 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6912 Epoch 5/5... Discriminator Loss: 1.3904... Generator Loss: 0.6875 Epoch 5/5... Discriminator Loss: 1.3960... Generator Loss: 0.6847
Epoch 5/5... Discriminator Loss: 1.3894... Generator Loss: 0.6899 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6886 Epoch 5/5... Discriminator Loss: 1.3932... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3920... Generator Loss: 0.6902 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6924 Epoch 5/5... Discriminator Loss: 1.3905... Generator Loss: 0.6884 Epoch 5/5... Discriminator Loss: 1.3903... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.3909... Generator Loss: 0.6877 Epoch 5/5... Discriminator Loss: 1.3912... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3914... Generator Loss: 0.6944
Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.3911... Generator Loss: 0.6813 Epoch 5/5... Discriminator Loss: 1.3884... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.3951... Generator Loss: 0.6893 Epoch 5/5... Discriminator Loss: 1.3905... Generator Loss: 0.6926 Epoch 5/5... Discriminator Loss: 1.3918... Generator Loss: 0.6895 Epoch 5/5... Discriminator Loss: 1.3932... Generator Loss: 0.6896 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.4053... Generator Loss: 0.6790 Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.6889
Epoch 5/5... Discriminator Loss: 1.3920... Generator Loss: 0.6810 Epoch 5/5... Discriminator Loss: 1.3957... Generator Loss: 0.6847 Epoch 5/5... Discriminator Loss: 1.3922... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.3955... Generator Loss: 0.6913 Epoch 5/5... Discriminator Loss: 1.3917... Generator Loss: 0.6916 Epoch 5/5... Discriminator Loss: 1.3897... Generator Loss: 0.6877 Epoch 5/5... Discriminator Loss: 1.3925... Generator Loss: 0.6817 Epoch 5/5... Discriminator Loss: 1.3971... Generator Loss: 0.6803 Epoch 5/5... Discriminator Loss: 1.3971... Generator Loss: 0.6802 Epoch 5/5... Discriminator Loss: 1.3959... Generator Loss: 0.6844
Epoch 5/5... Discriminator Loss: 1.3952... Generator Loss: 0.6820 Epoch 5/5... Discriminator Loss: 1.3984... Generator Loss: 0.6851 Epoch 5/5... Discriminator Loss: 1.3951... Generator Loss: 0.6867 Epoch 5/5... Discriminator Loss: 1.3932... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6885 Epoch 5/5... Discriminator Loss: 1.3999... Generator Loss: 0.6812 Epoch 5/5... Discriminator Loss: 1.3963... Generator Loss: 0.6871 Epoch 5/5... Discriminator Loss: 1.3859... Generator Loss: 0.6888 Epoch 5/5... Discriminator Loss: 1.3926... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3952... Generator Loss: 0.6909
Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6869 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6829 Epoch 5/5... Discriminator Loss: 1.3896... Generator Loss: 0.6861 Epoch 5/5... Discriminator Loss: 1.3899... Generator Loss: 0.6922 Epoch 5/5... Discriminator Loss: 1.3941... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3945... Generator Loss: 0.6880 Epoch 5/5... Discriminator Loss: 1.3944... Generator Loss: 0.6835 Epoch 5/5... Discriminator Loss: 1.3897... Generator Loss: 0.6905 Epoch 5/5... Discriminator Loss: 1.3976... Generator Loss: 0.6767 Epoch 5/5... Discriminator Loss: 1.3979... Generator Loss: 0.6822
Epoch 5/5... Discriminator Loss: 1.3905... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3961... Generator Loss: 0.6838 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6857 Epoch 5/5... Discriminator Loss: 1.3978... Generator Loss: 0.6833 Epoch 5/5... Discriminator Loss: 1.3957... Generator Loss: 0.6838 Epoch 5/5... Discriminator Loss: 1.3928... Generator Loss: 0.6895 Epoch 5/5... Discriminator Loss: 1.3998... Generator Loss: 0.6883 Epoch 5/5... Discriminator Loss: 1.3933... Generator Loss: 0.6853 Epoch 5/5... Discriminator Loss: 1.3942... Generator Loss: 0.6800 Epoch 5/5... Discriminator Loss: 1.3901... Generator Loss: 0.6820
Epoch 5/5... Discriminator Loss: 1.3985... Generator Loss: 0.6772 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6898 Epoch 5/5... Discriminator Loss: 1.3991... Generator Loss: 0.6858 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6909 Epoch 5/5... Discriminator Loss: 1.3908... Generator Loss: 0.6949 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6865 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6823 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6916 Epoch 5/5... Discriminator Loss: 1.3945... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.3859... Generator Loss: 0.6852
Epoch 5/5... Discriminator Loss: 1.4009... Generator Loss: 0.6784 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6883 Epoch 5/5... Discriminator Loss: 1.3915... Generator Loss: 0.6866 Epoch 5/5... Discriminator Loss: 1.3944... Generator Loss: 0.6876 Epoch 5/5... Discriminator Loss: 1.3896... Generator Loss: 0.6919 Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.6906 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6804 Epoch 5/5... Discriminator Loss: 1.3899... Generator Loss: 0.6871 Epoch 5/5... Discriminator Loss: 1.3979... Generator Loss: 0.6842 Epoch 5/5... Discriminator Loss: 1.3998... Generator Loss: 0.6838
Epoch 5/5... Discriminator Loss: 1.3893... Generator Loss: 0.6879 Epoch 5/5... Discriminator Loss: 1.3920... Generator Loss: 0.6869 Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6849 Epoch 5/5... Discriminator Loss: 1.3933... Generator Loss: 0.6817 Epoch 5/5... Discriminator Loss: 1.3891... Generator Loss: 0.6902 Epoch 5/5... Discriminator Loss: 1.3968... Generator Loss: 0.6843 Epoch 5/5... Discriminator Loss: 1.3893... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3891... Generator Loss: 0.6859 Epoch 5/5... Discriminator Loss: 1.3956... Generator Loss: 0.6954 Epoch 5/5... Discriminator Loss: 1.3852... Generator Loss: 0.6926
Epoch 5/5... Discriminator Loss: 1.3948... Generator Loss: 0.6812 Epoch 5/5... Discriminator Loss: 1.3966... Generator Loss: 0.6833 Epoch 5/5... Discriminator Loss: 1.3926... Generator Loss: 0.6863 Epoch 5/5... Discriminator Loss: 1.4009... Generator Loss: 0.6810 Epoch 5/5... Discriminator Loss: 1.3925... Generator Loss: 0.6824 Epoch 5/5... Discriminator Loss: 1.3910... Generator Loss: 0.6933 Epoch 5/5... Discriminator Loss: 1.3977... Generator Loss: 0.6833 Epoch 5/5... Discriminator Loss: 1.3900... Generator Loss: 0.6793 Epoch 5/5... Discriminator Loss: 1.3915... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3911... Generator Loss: 0.6926
Epoch 5/5... Discriminator Loss: 1.3883... Generator Loss: 0.6919 Epoch 5/5... Discriminator Loss: 1.3946... Generator Loss: 0.6826 Epoch 5/5... Discriminator Loss: 1.3967... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3869... Generator Loss: 0.6907 Epoch 5/5... Discriminator Loss: 1.3991... Generator Loss: 0.6832 Epoch 5/5... Discriminator Loss: 1.3873... Generator Loss: 0.6857 Epoch 5/5... Discriminator Loss: 1.3968... Generator Loss: 0.6884 Epoch 5/5... Discriminator Loss: 1.4020... Generator Loss: 0.6943 Epoch 5/5... Discriminator Loss: 1.3934... Generator Loss: 0.6903
Epoch 5/5... Discriminator Loss: 1.3916... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3973... Generator Loss: 0.6852 Epoch 5/5... Discriminator Loss: 1.3979... Generator Loss: 0.6927 Epoch 5/5... Discriminator Loss: 1.3850... Generator Loss: 0.6967 Epoch 5/5... Discriminator Loss: 1.3914... Generator Loss: 0.6837 Epoch 5/5... Discriminator Loss: 1.3994... Generator Loss: 0.6795 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6890 Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6879 Epoch 5/5... Discriminator Loss: 1.3924... Generator Loss: 0.6883 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6822
Epoch 5/5... Discriminator Loss: 1.3986... Generator Loss: 0.6879 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6870 Epoch 5/5... Discriminator Loss: 1.3891... Generator Loss: 0.6884 Epoch 5/5... Discriminator Loss: 1.3904... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.3941... Generator Loss: 0.6870 Epoch 5/5... Discriminator Loss: 1.3908... Generator Loss: 0.6856 Epoch 5/5... Discriminator Loss: 1.3912... Generator Loss: 0.6903 Epoch 5/5... Discriminator Loss: 1.3940... Generator Loss: 0.6856 Epoch 5/5... Discriminator Loss: 1.4106... Generator Loss: 0.6798 Epoch 5/5... Discriminator Loss: 1.3940... Generator Loss: 0.6884
Epoch 5/5... Discriminator Loss: 1.3922... Generator Loss: 0.6835 Epoch 5/5... Discriminator Loss: 1.3953... Generator Loss: 0.6793 Epoch 5/5... Discriminator Loss: 1.3915... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.3905... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.3956... Generator Loss: 0.6921 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3941... Generator Loss: 0.6842 Epoch 5/5... Discriminator Loss: 1.3993... Generator Loss: 0.6861 Epoch 5/5... Discriminator Loss: 1.3916... Generator Loss: 0.6886 Epoch 5/5... Discriminator Loss: 1.3919... Generator Loss: 0.6874
Epoch 5/5... Discriminator Loss: 1.3971... Generator Loss: 0.6847 Epoch 5/5... Discriminator Loss: 1.3973... Generator Loss: 0.6825 Epoch 5/5... Discriminator Loss: 1.4045... Generator Loss: 0.6854 Epoch 5/5... Discriminator Loss: 1.3928... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.3980... Generator Loss: 0.6758 Epoch 5/5... Discriminator Loss: 1.3925... Generator Loss: 0.6832 Epoch 5/5... Discriminator Loss: 1.3957... Generator Loss: 0.6832 Epoch 5/5... Discriminator Loss: 1.3952... Generator Loss: 0.6833 Epoch 5/5... Discriminator Loss: 1.3938... Generator Loss: 0.6895 Epoch 5/5... Discriminator Loss: 1.3949... Generator Loss: 0.6821
Epoch 5/5... Discriminator Loss: 1.3928... Generator Loss: 0.6872 Epoch 5/5... Discriminator Loss: 1.3872... Generator Loss: 0.6897 Epoch 5/5... Discriminator Loss: 1.3878... Generator Loss: 0.6936 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6863 Epoch 5/5... Discriminator Loss: 1.3964... Generator Loss: 0.6853 Epoch 5/5... Discriminator Loss: 1.3882... Generator Loss: 0.6927 Epoch 5/5... Discriminator Loss: 1.3958... Generator Loss: 0.6855 Epoch 5/5... Discriminator Loss: 1.3937... Generator Loss: 0.6860 Epoch 5/5... Discriminator Loss: 1.3904... Generator Loss: 0.6904 Epoch 5/5... Discriminator Loss: 1.3931... Generator Loss: 0.6831
Epoch 5/5... Discriminator Loss: 1.3941... Generator Loss: 0.6865 Epoch 5/5... Discriminator Loss: 1.3938... Generator Loss: 0.6850 Epoch 5/5... Discriminator Loss: 1.3970... Generator Loss: 0.6845 Epoch 5/5... Discriminator Loss: 1.3921... Generator Loss: 0.6888 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6858 Epoch 5/5... Discriminator Loss: 1.3923... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3926... Generator Loss: 0.6839 Epoch 5/5... Discriminator Loss: 1.3940... Generator Loss: 0.6854 Epoch 5/5... Discriminator Loss: 1.3968... Generator Loss: 0.6870 Epoch 5/5... Discriminator Loss: 1.3893... Generator Loss: 0.6944
Epoch 5/5... Discriminator Loss: 1.3987... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3927... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3938... Generator Loss: 0.6854 Epoch 5/5... Discriminator Loss: 1.3920... Generator Loss: 0.6904 Epoch 5/5... Discriminator Loss: 1.3926... Generator Loss: 0.6878 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6857 Epoch 5/5... Discriminator Loss: 1.3971... Generator Loss: 0.6865 Epoch 5/5... Discriminator Loss: 1.3902... Generator Loss: 0.6937 Epoch 5/5... Discriminator Loss: 1.3962... Generator Loss: 0.6805 Epoch 5/5... Discriminator Loss: 1.3996... Generator Loss: 0.6850
Epoch 5/5... Discriminator Loss: 1.3929... Generator Loss: 0.6751 Epoch 5/5... Discriminator Loss: 1.4025... Generator Loss: 0.6840 Epoch 5/5... Discriminator Loss: 1.3913... Generator Loss: 0.6915 Epoch 5/5... Discriminator Loss: 1.3946... Generator Loss: 0.6893 Epoch 5/5... Discriminator Loss: 1.3925... Generator Loss: 0.6859 Epoch 5/5... Discriminator Loss: 1.3933... Generator Loss: 0.6910 Epoch 5/5... Discriminator Loss: 1.3925... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.3917... Generator Loss: 0.6893 Epoch 5/5... Discriminator Loss: 1.3946... Generator Loss: 0.6871 Epoch 5/5... Discriminator Loss: 1.3871... Generator Loss: 0.6913
Epoch 5/5... Discriminator Loss: 1.3948... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3898... Generator Loss: 0.6911 Epoch 5/5... Discriminator Loss: 1.3867... Generator Loss: 0.6900 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6873 Epoch 5/5... Discriminator Loss: 1.3901... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3944... Generator Loss: 0.6871 Epoch 5/5... Discriminator Loss: 1.3839... Generator Loss: 0.6921 Epoch 5/5... Discriminator Loss: 1.3907... Generator Loss: 0.6935 Epoch 5/5... Discriminator Loss: 1.3883... Generator Loss: 0.6826 Epoch 5/5... Discriminator Loss: 1.3943... Generator Loss: 0.6903
Epoch 5/5... Discriminator Loss: 1.3862... Generator Loss: 0.6910 Epoch 5/5... Discriminator Loss: 1.3857... Generator Loss: 0.6927 Epoch 5/5... Discriminator Loss: 1.4043... Generator Loss: 0.6816 Epoch 5/5... Discriminator Loss: 1.3831... Generator Loss: 0.6933 Epoch 5/5... Discriminator Loss: 1.3983... Generator Loss: 0.6843 Epoch 5/5... Discriminator Loss: 1.3990... Generator Loss: 0.6880 Epoch 5/5... Discriminator Loss: 1.3899... Generator Loss: 0.6907 Epoch 5/5... Discriminator Loss: 1.3890... Generator Loss: 0.6930 Epoch 5/5... Discriminator Loss: 1.3960... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3932... Generator Loss: 0.6877
Epoch 5/5... Discriminator Loss: 1.3895... Generator Loss: 0.6892 Epoch 5/5... Discriminator Loss: 1.3935... Generator Loss: 0.6863 Epoch 5/5... Discriminator Loss: 1.3939... Generator Loss: 0.6901 Epoch 5/5... Discriminator Loss: 1.3898... Generator Loss: 0.6907 Epoch 5/5... Discriminator Loss: 1.3885... Generator Loss: 0.6922 Epoch 5/5... Discriminator Loss: 1.3901... Generator Loss: 0.6895 Epoch 5/5... Discriminator Loss: 1.3900... Generator Loss: 0.6914 Epoch 5/5... Discriminator Loss: 1.3904... Generator Loss: 0.6917 Epoch 5/5... Discriminator Loss: 1.3922... Generator Loss: 0.6903 Epoch 5/5... Discriminator Loss: 1.3907... Generator Loss: 0.6907
Epoch 5/5... Discriminator Loss: 1.3947... Generator Loss: 0.6875 Epoch 5/5... Discriminator Loss: 1.3915... Generator Loss: 0.6887 Epoch 5/5... Discriminator Loss: 1.3903... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3915... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3876... Generator Loss: 0.6900 Epoch 5/5... Discriminator Loss: 1.3903... Generator Loss: 0.6896 Epoch 5/5... Discriminator Loss: 1.3946... Generator Loss: 0.6892 Epoch 5/5... Discriminator Loss: 1.3898... Generator Loss: 0.6924 Epoch 5/5... Discriminator Loss: 1.3881... Generator Loss: 0.6937 Epoch 5/5... Discriminator Loss: 1.3888... Generator Loss: 0.6937
Epoch 5/5... Discriminator Loss: 1.3877... Generator Loss: 0.6859 Epoch 5/5... Discriminator Loss: 1.3936... Generator Loss: 0.6902 Epoch 5/5... Discriminator Loss: 1.3910... Generator Loss: 0.6894 Epoch 5/5... Discriminator Loss: 1.3954... Generator Loss: 0.6883 Epoch 5/5... Discriminator Loss: 1.3919... Generator Loss: 0.6909 Epoch 5/5... Discriminator Loss: 1.3858... Generator Loss: 0.6909 Epoch 5/5... Discriminator Loss: 1.3960... Generator Loss: 0.6835 Epoch 5/5... Discriminator Loss: 1.3953... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.3910... Generator Loss: 0.6918 Epoch 5/5... Discriminator Loss: 1.3827... Generator Loss: 0.6933
Epoch 5/5... Discriminator Loss: 1.3987... Generator Loss: 0.6860 Epoch 5/5... Discriminator Loss: 1.3996... Generator Loss: 0.6841 Epoch 5/5... Discriminator Loss: 1.3820... Generator Loss: 0.6918 Epoch 5/5... Discriminator Loss: 1.3950... Generator Loss: 0.6840 Epoch 5/5... Discriminator Loss: 1.3995... Generator Loss: 0.6853 Epoch 5/5... Discriminator Loss: 1.3917... Generator Loss: 0.6881 Epoch 5/5... Discriminator Loss: 1.3937... Generator Loss: 0.6899 Epoch 5/5... Discriminator Loss: 1.3849... Generator Loss: 0.6910 Epoch 5/5... Discriminator Loss: 1.3879... Generator Loss: 0.6862 Epoch 5/5... Discriminator Loss: 1.4133... Generator Loss: 0.6808
Epoch 5/5... Discriminator Loss: 1.3992... Generator Loss: 0.6899 Epoch 5/5... Discriminator Loss: 1.3840... Generator Loss: 0.6930 Epoch 5/5... Discriminator Loss: 1.3966... Generator Loss: 0.6840 Epoch 5/5... Discriminator Loss: 1.4031... Generator Loss: 0.6919 Epoch 5/5... Discriminator Loss: 1.3914... Generator Loss: 0.6906 Epoch 5/5... Discriminator Loss: 1.3894... Generator Loss: 0.6910 Epoch 5/5... Discriminator Loss: 1.3883... Generator Loss: 0.6875 -------Done-------
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.